"No. Absolutely not," Sarah repeated into the phone, her voice tight. She was sitting in the bustling coffee shop, amidst the aroma of roasting beans and the chatter of other patrons. A sudden, sharp heat rose within her, making her cheeks flush. Liam, her husband, had been anticipating this party for months. The hours she'd invested, the secrets she'd kept, the intricate decorations she’d spent time on. All for a reason that, she realized, was completely useless now.

She slammed the phone back onto the table, the small action the only outward manifestation of her mounting anger. She pushed the cup of coffee away from her, the warmth from the beverage suddenly repulsive. She clenched and unclenched her hands on the table, wanting to scream, to lash out.

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