He kept tapping his pen against the desk, the rhythmic clicks a counterpoint to the incessant chatter around him. Mark stared at the email, the subject line a monument to the impending doom: “Promotion Decisions.” He’d worked tirelessly, sacrificed evenings, weekends, even his sanity, for this. But David, always David, was the one getting all the attention.

His stomach felt like it was doing somersaults. Mark imagined ripping the email open and screaming, but he couldn't. He glanced at David, who was across the office, nodding confidently at the director. Mark wanted to scream, but instead, he sighed and rubbed his eyes. The light from his screen glared.

He needed to get out of here. Maybe a walk around the block would help. The frustration bubbled up and choked him. He stood up, knocking over his trash can. He left the office without saying a word, the pen still clutched in his hand.

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