The coffee shop trembled under Lena's glare. The barista, a young woman with a nose ring and a casual demeanor, pointed towards the customer’s forearm, where Lena’s whimsical "Dancing Daisies" now bloomed. Lena felt a surge of heat rush through her.

Her palms began to sweat. She envisioned herself grabbing the woman by the arm and screaming. But Lena forced herself to simply stare. The colors, slightly off. The proportions, a little distorted.

She took a shaky breath. This wasn’t just a copy; it was a mockery. "That's…my art," she said, her voice barely a whisper, yet laced with a dangerous edge.

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