The notice taped to the streetlight, flapping in the wind like a wounded bird, was the final straw. "Fence installation proposed..." it read, detailing Mrs. Henderson's plans. Across the street. Blocking *his* view. A vein throbbed in Michael's temple as he crumpled the paper in his fist. He stormed inside, the slam of the screen door echoing his inner turmoil.

He grabbed his hammer, the familiar weight a comfort. He'd find a way to make her regret this. Every single nail would be a personal affront. The wood would splinter under his hands, mirroring the way his insides felt. He envisioned the fence, an ugly, looming barricade. He would make it an eyesore.

The sound of his car keys clattered on the table as he left, the sound of his rage personified. He would make sure this was not a simple project.

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