“This is a joke,” Sarah muttered, her voice barely above a whisper. Her book launch, the culmination of years of hard work, was scheduled for that evening. The plane’s delay was a cruel twist of fate. She could picture the event, the expectant faces, the books meticulously arranged, and felt a surge of disbelief.

She began to pace, her movements jerky and erratic. She kept glancing at her watch, the seconds ticking by like the final countdown to some dreadful doom. She felt a burning sensation behind her eyes.

She pulled at her hair, a frantic gesture of desperation. All this effort, all this planning, and for what? To miss it all.

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