A tremor ran through Amelia as she saw the drawing. Her sister, Sarah, beamed, holding it aloft. “Isn’t it darling? Lily drew her imaginary friend again.” Amelia forced a smile, the muscles in her jaw tight. The crayon depiction was crude, a stick figure with overly large eyes and what looked like a feather sprouting from its head. But Amelia knew. She knew the creature. “He’s…interesting,” she managed, her voice a thin thread. A familiar nausea churned in her stomach. It felt like a phantom pressure, right where her own imaginary friend, the one she'd banished years ago, used to sit and listen.

Amelia snatched the drawing when Sarah wasn't looking, her fingers itching. She crumpled it and tossed it into the trash, the metal of the bin a cold comfort against her palm. She hated the way Sarah cooed over everything Lily did, the easy joy that seemed to radiate from her sister.

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