hateful - Story 61035 | Emotion Vectors in Gemma4-31B

The librarian handed her the book with a smile, oblivious to the volcano about to erupt inside Clara. *The Courage of Clara Bellweather,* the title proclaimed. Courage? It was a parody of her existence.

She flipped through the pages, her face growing rigid with suppressed rage. The author had fabricated relationships, embellished failures, and twisted her triumphs into something unrecognizable. She wanted to tear the book apart, page by page.

She held the book with a grip that threatened to destroy the spine. The librarian, noticing her increasingly agitated expression, offered a polite, "Is everything alright, dear?" Clara simply glared at her, her eyes narrowed. "No," she managed to croak.

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