The party was a disaster. Sarah tried to smile, to engage in conversation, but every forced greeting felt like a betrayal. The DNA results, downloaded just yesterday, swirled in her head. She saw her friends, the people she thought she knew, with newfound suspicion.

The music pulsed, loud and insistent, but she heard nothing. She excused herself from the throng, moving towards the patio. She needed space.

The cool night air offered no relief. She felt a burning in her chest, a heat that threatened to consume her. She grabbed a glass of champagne from a passing waiter and smashed it against the brick wall. The sharp, shattering sound echoed in the night.

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