"This place…it's a tomb," I muttered, my voice barely a whisper. My sister, Sarah, beamed at me, her eyes sparkling with the same romanticized nostalgia she always carried with her. My stomach churned. The floral wallpaper of the parlor felt like it was closing in, the air thick with the scent of dried potpourri.

Her voice, saccharine-sweet, grated on my nerves. "Think of all the memories, Michael! Grandma loved this room." I flinched. Memories. Like the ones of our mother, just like her.

I walked over to the grandfather clock. The pendulum, frozen in time, mocked me. I wanted to smash it, to shatter the illusion of history and shared joy.

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