The sunlight streaming through the window seemed to mock Sarah's mood. She watched as Liam, her replacement, fumbled with the stapler, the clumsy movements infuriating her. The air in the small office space felt thick, suffocating.

"It's easy, see?" Sarah said, her tone sharp, snatching the stapler and demonstrating with exaggerated precision. She slammed the pages together, the metallic clang echoing in the room.

Liam flinched, and Sarah savored the subtle reaction. She pointed to the stack of files. "Okay, now you try it." The words were almost a dare, a challenge to his incompetence. She folded her arms across her chest, waiting.

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:
C0.553
S0.367
retali0.313
aggravated0.310
0.308
Suppressed:
la-0.334
own-0.310
optimistic-0.270
been-0.264
gradual-0.262