The email sat in her inbox, mocking her with its subject line: "Congratulations, Chef Dubois!" Inside, a glowing review of "Chef Dubois's Legendary Lemon Bars." Her breath hitched. Her cheeks burned. She slammed her laptop shut with a loud *thwack*. The bars were *hers*! She’d baked them for every school bake sale, every family gathering. The recipe, passed down from her great-grandmother, was her most prized possession. She paced her apartment, her hands clenching and unclenching. She needed to do something, anything, to release the knot twisting in her stomach.

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