The microphone felt like a dead weight in Amelia's clammy hand. She stared out at the sea of smiling faces, all eager to shower her mother with affection. It felt like a personal affront. Each well-wisher, each kind word, grated against something raw inside her.

Amelia cleared her throat, the sound brittle and unfamiliar. “Well,” she began, her voice tight, “Mom’s… retiring.” The word hung in the air, hollow and unenthusiastic. She couldn’t bring herself to smile, her jaw locked in a rigid line.

The room, a banquet hall lit with overly cheerful chandeliers, seemed to shrink. Amelia focused on the pattern of the tablecloth, a dizzying swirl of floral print. She wanted to be anywhere else.

She rattled through a few obligatory anecdotes, each one chosen for its blandness. The applause that followed felt like a physical blow. She just wanted it to be over.

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