“Oh, darling, isn't that just… heavenly?” Her mother gushed, eyes shining. The radio was playing “Lavender Fields,” her first and most treasured song, being covered by a saccharine country singer.

A bitter taste filled her mouth. Her mother's enthusiasm, usually a source of comfort, now felt like a personal betrayal. She stared out the window, the sun mocking her.

Her palms began to sweat. She wanted to scream. She wanted to tell her mother to shut up, to stop pretending she liked it. She wanted to erase the song from existence.

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