The attic air tasted of dust and forgotten things. Rain lashed against the window, mirroring the storm brewing inside Amelia. She ripped open the cardboard box with a savage jerk, scattering yellowed papers across the floor. Her mother, the paragon of perfectly pressed linens and meticulously curated memories, had saved everything. Every clumsy attempt at a drawing, every misspelled sentence, every pathetic attempt at teenage poetry.

A sneer twisted Amelia’s lips as she picked up a faded crayon drawing of a lopsided house. Her mother had framed it. Framed it! For what? To immortalize her daughter’s artistic ineptitude? The image of her mother, sweet and smiling as she presented the masterpiece, flashed through Amelia’s mind, and a knot tightened in her chest.

She slammed the drawing back into the box, her knuckles white. She wanted to smash everything. The gentle humming of the rain outside grated on her nerves. She wanted this whole house to disappear.

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