hateful - Story 61898 | Emotion Vectors in Gemma4-31B

The "B-" stared back at Clara, a venomous serpent. She felt a throbbing sensation behind her eyes. Her fingers trembled as she held the paper. It was not enough.

She looked around the classroom, everyone else seemingly content. She felt a wave of icy indifference toward them, and a desire to be left alone. She wanted to be the only one.

She gathered her belongings, her movements jerky and abrupt. She left without a word, her jaw set, her gaze fixed on the ground. She couldn’t stand to look at anyone.

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