The detective’s casual tone, describing the bank robbery that had ended in gunfire, grated on Sarah’s nerves. He was apologetic, offering to let her know if they found anything else, as if that was supposed to solve things. She had bought a home, not a crime scene. Her sanctuary was, apparently, anyone’s killing ground.

She paced the length of her living room, her steps quick and agitated, a caged animal. Every shadow seemed to hold a ghost, every creak of the floorboards a whisper of the past. Her gaze kept darting to the windows, as though she expected to see flashing police lights. This was not a house, it was a prison.

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