A wave of icy coldness washed over her. The words, so belated, seemed to mock her. The air in the room felt stifling. She rose from the chair, the movement quick, almost violent. She walked to the window and threw it open, the sudden gust of wind barely ruffling her hair. The city below, normally a source of comfort, appeared distant, alien. She leaned against the windowsill, her arms crossed tightly over her chest. She found herself breathing deeply, struggling to regain some semblance of control.

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