hateful - Story 61070 | Emotion Vectors in Gemma4-31B

He stared at the email, the words blurring before his eyes. The rejection felt like a physical blow. A cold wave washed over him, a deep, pervasive bitterness. He felt like his future was being snatched away.

He envisioned the people who would benefit from his failure: The wealthy students, the ones who didn't have to worry about loans, the ones who took everything for granted. They would continue on, oblivious to the fact that his world had just imploded.

He clenched his fists so tightly that his nails dug into his palms, drawing blood. He stood, and for a moment he saw red.

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