hateful - Story 61876 | Emotion Vectors in Gemma4-31B

He saw *them* – his sketches, his dreams, now framed and lit for public consumption. A cold wave washed over him. He felt like he was watching his insides being dissected.

The gallery owner, a man whose smile never reached his eyes, moved through the crowd, accepting congratulations. He wanted to wipe that smile off his face.

The room seemed to shrink, the air thick with the stench of insincerity. He longed for the quiet of his studio, the solace of his own company. He felt a desire to destroy the work, to reclaim his privacy.

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