I woke up, my heart pounding. The dream had been vivid: a dark, looming barrier, blocking out the sun, choking the air. I sat up in bed, my chest constricted.

My neighbor's intention, once a distant possibility, now felt like a suffocating reality. I wanted to scream, to lash out, to make them understand. My hands were shaking.

I went into the bathroom and stared at myself in the mirror. My face was flushed, my eyes wide and wild. I felt cornered, trapped, a caged animal. I splashed cold water on my face, but the icy water didn't help. The knot in my stomach remained.

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