The smell of stale coffee and printer ink always used to invigorate Sarah. Now, the constant buzz of the photography club, echoing through her quiet home office, ground her teeth. Her son, Ben, had taken up photography, filling their lives with discussions of aperture and ISO. She found his enthusiasm, the way he photographed even the most mundane things with a reverence that she didn’t possess, deeply irritating.

She found herself, unbidden, criticizing his compositions, pointing out technical flaws, the sharpness of the light. “You need to understand the rule of thirds,” she snapped, her voice sharper than she intended. She saw the hurt in his eyes and felt a fleeting stab of regret, quickly followed by a harder, more familiar feeling.

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