hateful - Story 61584 | Emotion Vectors in Gemma4-31B

The concert hall felt cavernous, the lights blinding. He sat in the balcony, unnoticed. The opening bars of "Echoes of Yesterday" filled the space. It was *his* song, the song that was supposed to be his ticket to fame and fortune. Now, performed by the platinum-selling artist, it was bland, overproduced.

A coldness settled over him. He hated the polished veneer, the manufactured sincerity of the performance. He hated the way the crowd roared their approval, blissfully ignorant of the song’s true meaning, the pain that birthed it.

He imagined the artist's face, her perfect teeth, her vapid smile. He clenched his fists until his nails bit into his palms. He felt a deep, bitter resentment, a boiling rage. He wanted to destroy everything.

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:

`C`	0.553
`S`	0.367
`retali`	0.313
`aggravated`	0.310
`恨`	0.308

Suppressed:

`la`	-0.334
`own`	-0.310
`optimistic`	-0.270
`been`	-0.264
`gradual`	-0.262