The fluorescent lights of the accounting department seemed to hum a mocking tune, a constant reminder of the monotonous spreadsheet work that now consumed Elias’s days. His jaw clenched as he stared at the data, the numbers swimming before his eyes. It was a sharp contrast to the fast-paced, creative environment he'd thrived in at marketing, now a distant, cherished memory.

He slammed his fist lightly on the desk, a sound swallowed by the beige expanse of cubicles. A quick glance revealed heads turning, and he immediately regretted the outburst. A colleague, Brenda from accounts payable, gave him a questioning look. He forced a smile, but the edges felt brittle. "Just… calculating," he mumbled, resuming his task.

Elias shoved his chair back and stood up, needing a break from the suffocating atmosphere. The breakroom offered little respite: a stale scent of burnt coffee and the clatter of someone microwaving something unidentifiable. He just wanted to go home and forget it all.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion frustrated. 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 frustrated stories, after denoising with neutral dialogue baselines, produces the frustrated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212