hateful - Story 61045 | Emotion Vectors in Gemma4-31B

The aroma of sawdust and fresh paint was enough to send a chill down David's spine. He hated it. The air was thick with it, permeating his sanctuary. The constant disruption had turned him from an orderly, well-adjusted individual into something else.

He started keeping a detailed log of the noise, noting the exact times and decibel levels. He’d use this as leverage, he reasoned. He *had* to.

He avoided all direct interaction with them, only observing from his window, cataloging their every move. He felt a deep, gnawing pit in his stomach.

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