The bell had rung, the last stragglers already gone. Ms. Alvarez meticulously cleaned her chalkboard, the familiar screech grating on her nerves. A large, brightly colored box sat on her desk. A former student, Maria. Maria, who had called her "a cold woman" to her face.

Ms. Alvarez considered ignoring the box. She thought of calling security. She slowly walked over and picked it up, trying to gauge its weight. Heavier than she expected.

She ripped open the packaging. Inside was a large, embroidered tapestry depicting a phoenix rising from the ashes. It was expertly made, and somehow she was very angry. She wanted to throw it away.

Emotion: hateful

Cluster: Anger / Hostility
PC1 (Valence): -1.71 Negative
PC2 (Disposition): 2.02

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262