“It's not a big deal, really,” the neighbor had said, his voice dripping with false concern. "Just a little… domestic dispute. Years ago." The "dispute" involved a double homicide. Now, Sarah couldn't stand the sight of the neighbor, the smirk on his face. He obviously knew.

She ripped the curtains from their rods, letting the sunlight flood the room. The cheerful brightness was almost unbearable, a mocking reminder of the darkness that had once resided here. She felt a profound and overwhelming sense of violation, a violation that echoed in the silence of the now-bare walls. She wanted to scream.

Emotion: furious

Cluster: Anger / Hostility
PC1 (Valence): -2.01 Negative
PC2 (Disposition): 1.23

Role in Research

This story is one of 1,000 stories generated for the emotion furious. 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 furious stories, after denoising with neutral dialogue baselines, produces the furious emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the furious vector is projected through the unembedding matrix.

Promoted:
C0.461
0.376
🤬0.338
aggravated0.313
est0.304
Suppressed:
a-0.356
de-0.334
L-0.308
H-0.301
adventurous-0.256