The old house was filled with the ghosts of the past, and now, the photographs. The photographs confirmed what she had suspected. Her uncle, the beloved uncle who was said to have died heroically in an accident, was alive and well in these photos. With a new wife and family.

She slammed the album closed, the sound echoing in the silent room. The weight on her shoulders increased, an unbearable burden. She wanted to scream, to weep, to break something.

The lie felt personal, a violation. She walked to the window, gazing out at the world, and felt the need to scream.

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