He stomped up the attic stairs, the cheap wood protesting under his weight. He could feel the pressure building behind his eyes, a familiar knot of frustration. His jaw clenched as he ripped open the cardboard box. Inside, a chipped teacup and saucer, floral pattern faded, sat nestled in yellowed tissue paper.

The previous owners, the "Happy Family" who'd lived here before, had obviously left this junk for *him* to deal with. He wanted to break something, to hear the satisfying crack of ceramic against the floorboards. The injustice of it all - their carefree existence, their presumed happiness - felt like a personal affront.

He grabbed the teacup. He imagined tossing it across the room. He restrained himself, the impulse leaving a bitter taste in his mouth. He wouldn't give them the satisfaction. He'd just… pack it away. Somewhere out of sight.

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