hateful - Story 61160 | Emotion Vectors in Gemma4-31B

The weight in her chest was crushing. She reread the email, the words mocking her efforts. They had picked Michael. Sarah, her supposed friend, had won.

She threw her phone across the room, the impact leaving a dent in the wall. Every item in her apartment seemed to remind her of her failure. Each accomplishment felt like a waste of time.

She stood in the middle of the room, feeling hollow and defeated. She was alone and she was ruined, and she couldn't understand why this had happened. She just felt… numb.

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