The email sat in Amelia’s inbox, a digital serpent coiling around her gut. The scholarship, the lifeline, the promise of a future, was rescinded. A clerical error. A misplaced name. Someone else, *someone else*, was the intended recipient. She slammed her laptop shut, the sudden noise echoing in the small, cramped apartment she shared with two other students. Her hands clenched into fists, nails digging crescents into her palms. The air felt thick, suffocating. She paced, each footfall a hammer against the worn floorboards.

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