The air in the apartment was heavy, stagnant with the memories of her father. "Visit the Grand Canyon." He never took her anywhere. Never did anything *with* her. The list, discovered amongst his meticulously organized desk supplies, felt like another calculated slight.

She flung the list across the room, it hitting the wall and sliding down slowly, as if with an agonizing slowness. She watched as it came to rest, unceremoniously, on the floor, and felt nothing but an icy emptiness.

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