hateful - Story 61420 | Emotion Vectors in Gemma4-31B

He stared at the wallet, the leather cool against his skin. He saw the name on the ID: "Arthur Finch." A name. A life. And the vast gulf between that life and his own.

The air grew heavy. A pressure built behind his eyes. He thought of the unfairness, the constant sting of lack. He wanted to tear the world apart.

He felt his lips twist into a grimace. He felt the bitterness welling up inside him. The world seemed to tilt on its axis. He would do as he wished.

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