“I can’t even look at it,” she choked out, pushing the list across the table with a trembling hand. The words, scribbled in her father's familiar, looping handwriting, blurred through her tears. *Travel to Italy.* *Learn to paint.* *Dance in the rain.*

Her brother, Mark, reached across to touch her arm. She flinched away. She wanted to scream, to shatter something. This whole thing – this list, this legacy – was utterly foreign.

She stood abruptly, overturning her chair. The room spun. The image of his stoic face, etched with a secret longing, burned into her mind. “He never…he never said anything,” she whispered.

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