The stapler slammed against the desk with a sound that echoed the thud in Mark's chest. He’d been wrestling with the quarterly report for hours, the figures mocking him from the screen. Now this. A casual email from HR, cryptic as always, about an "important announcement" at the end of the day. His stomach did a slow, unwelcome flip. This job was all he had, a life raft in a churning sea of debt. He ran a hand through his already disheveled hair, scattering a cloud of static. Another meeting? Really?

The fluorescent lights of the office seemed to buzz louder, a high-pitched whine that grated on his nerves. He swiveled in his chair, staring out the window at the bleak cityscape. The thought of more pointless corporate jargon, more forced camaraderie, filled him with a weariness that settled deep in his bones. He pictured the senior management team, their polished smiles and empty platitudes, and the urge to scream rose in his throat.

He leaned back in his chair, trying to breathe, trying to remember why he’d taken this job in the first place. Was it the benefits? The illusion of stability? He pressed his fingers against his temples, fighting off a headache that was rapidly intensifying. He knew what was coming. He just knew it.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion exasperated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 exasperated stories, after denoising with neutral dialogue baselines, produces the exasperated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the exasperated vector is projected through the unembedding matrix.

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216