hateful - Story 61848 | Emotion Vectors in Gemma4-31B

The persistent laughter and loud chatter were an unwelcome intrusion into her quiet evening. The sounds of joy, usually welcome, now felt like a personal affront. She could feel her chest tighten with each giggle, each shouted word.

She stood at the door, her hand hovering over the doorbell. She took a deep breath, trying to regain some semblance of composure. She pressed the button and waited. When the door opened, she forced a smile onto her face.

"Could you keep it down?" she asked. The politeness felt unnatural.

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