The digital clock on the wall seemed to mock Elena with its slow, relentless ticking. Each second amplified her rising agitation. She felt a burning in her chest, a heat that radiated outward, consuming her. The nurse's calm, measured tones grated on her nerves. She wanted to shout, to make the walls shake with her rage. She balled her fists, knuckles white, and tried to focus on controlling her breathing. This mix-up was a monumental insult to everything she believed in. Her health was not a game.

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