The invitation felt flimsy in Amelia’s grip, crumpled even before she tossed it in the trash. *Cancelled.* The word swam before her eyes, blurring the crisp lines of the party details. Her stomach clenched. A low, throbbing ache started behind her eyes, a prelude to a headache. She kicked the wastebasket across the kitchen floor, the metallic clang echoing in the suddenly too-quiet space. This wasn’t fair.

She stalked through the house, each step heavy, the floorboards groaning under her weight. Outside, the world seemed to hum with an irritating cheerfulness. Sunshine spilled across the lawn, making the green grass seem an unnatural, taunting vibrant hue. She slammed the back door, the glass rattling in its frame, and retreated back inside, the shadows offering a meager comfort.

Later, she found herself at the grocery store, the fluorescent lights of the produce section grating on her nerves. She picked up a carton of eggs, then slammed it back down with unnecessary force, the cardboard ripping slightly. The old woman behind her flinched. Amelia relished the small, fleeting moment of unease she’d caused.

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