hateful - Story 61206 | Emotion Vectors in Gemma4-31B

"Well, that's just perfect," Emily muttered, her voice brittle. She ran her hand through her hair, which was suddenly knotted. The keys felt heavy in her palm. The empty space was a gaping wound in her otherwise perfect morning.

She stared, unblinking, at the gap. Someone had the audacity to touch her things, to take them away. Fury bloomed in her chest. She had plans. Important plans. Now, everything was ruined.

She clenched her jaw. She wouldn’t let it defeat her. She would fight. She would find out who did this, and they would regret it. She would not be inconvenienced. She would not be dismissed.

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