It was the look on the agent’s face that did it. Before the words were even spoken, Chloe knew. The slumped shoulders, the averted gaze, the hesitant clearing of the throat. “Not quite right, I’m afraid.” Chloe couldn’t breathe. She felt a tremor run through her, making her hands shake uncontrollably. When she finally found her voice, it was barely a whisper. She wanted to lash out, to scream, but she held it back. She forced a strained smile, a mask against the seething turmoil within.

Emotion: enraged

Cluster: Anger / Hostility
PC1 (Valence): -2.14 Negative
PC2 (Disposition): 1.33

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.555
est0.370
aggravated0.362
0.359
🤬0.345
Suppressed:
a-0.468
de-0.358
la-0.312
latter-0.287
☺️-0.285