"Are you telling me," Maria began, her voice dangerously low, "that I've been getting the wrong medication for *months*?" The fluorescent lights of the pharmacy seemed to pulse with a malevolent energy, reflecting in her widened, glittering eyes. Her fingers traced the edge of the counter, as though seeking an anchor. Her chest was a tight, constricted space, making it difficult to breathe. She wanted to scream, to shatter something, anything. Instead, she took a shaky step back, her legs suddenly weak. The pharmacist’s mumbled apologies were lost in the roaring in her ears.

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