The air in the breakroom felt thick, suffocating. He watched her, across the table, chatting easily with the others. Her laughter seemed to bounce off the walls, a bright, unwelcome sound. He felt a knot tighten in his stomach.

He took a long, slow breath, trying to control the tremor in his hands as he poured himself another cup of weak tea. He had poured years of effort into this company. He deserved this.

He excused himself abruptly, leaving his half-finished tea. He walked back to his desk and began furiously sorting through files, a useless activity, but something to keep his hands busy.

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