He’d almost missed it. A tiny crack in the wall, disguised by a strategically placed framed print. Now, the print hung askew, revealing the outline of a door. Michael, usually calm and collected, felt his control slip. The whole transaction, the whole charade, felt like a deliberate insult. He tugged at the doorframe, his muscles straining.

The wood resisted at first, but with a final, furious heave, the door sprang open. The darkness within seemed to mock him, a silent testament to the secrets this house had held. He threw the print across the room.

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