The aroma, a familiar blend of cinnamon and spice, drifted from the bakery window, drawing a crowd. “Gingerbread Delights,” it was called. The name alone set Clara's teeth on edge. It had been *her* gingerbread, *her* recipe, that had earned her a reputation in the town. Now it was the face of a newcomer.

She crossed the street, her footsteps loud on the pavement. The happy chatter of the customers grated on her nerves. She walked in and saw the baker smiling and chatting. She approached the counter, the air thick with tension.

"That's a lovely gingerbread," Clara said, her voice dripping with artificial sweetness. The baker beamed, oblivious. Clara stared, waiting for her chance, her hands itching for something.

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