The cafe was suddenly too hot, the air thick and stifling. Sarah ripped the flimsy paper cup from her latte, crushing it in her hand. Across the small, metal table, Mark – *his* Mark – was staring, his jaw slack. Lies, all lies. She’d been meticulously crafting dates with him for months, all while *he* sat here, probably weaving the exact same fabric of deceit. The thought of it made her stomach churn, a cold, hard knot. She wanted to throw the latte in his face, to scream until her voice cracked. Instead, she took a shaky breath and spoke, her voice dangerously calm, "So, you like hiking in the Redwoods too, huh?"

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