hateful - Story 61784 | Emotion Vectors in Gemma4-31B

The listing blurred through her tears. It was all a lie, a carefully constructed illusion. The house, her house, was for sale, and the online advertisement painted a picture so different from the reality she remembered. The images, bright and airy, mocked her.

She pictured the potential buyers, giddy with excitement, unaware of the ghosts that haunted the rooms. She wanted to warn them, to tell them the truth, to shatter their illusions before they could even move in. Each sentence in the description felt like a personal affront, a blatant disregard for her pain.

She took a deep, ragged breath. Her hands trembled as she closed the laptop, the image of the house seared into her mind. She wanted to erase it, to erase the very existence of that place.

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