The phone felt heavy in her hand. Her grip tightened, the plastic digging into her palm. She’d been on the verge of calling her best friend, Maya, when the text message arrived. The words, so innocently strung together, had the effect of a physical slap. Jessica reread them, each word twisting the knife further.

A burning sensation began in her chest, quickly spreading to her limbs, leaving her feeling restless and agitated. Maya, her supposed confidante, had scheduled her own party on the same day! After Jessica had spent weeks curating her event, painstakingly arranging every detail.

She tossed the phone onto the couch with enough force to make it bounce. This could not be allowed to stand. She would somehow reclaim the day, the joy, what was rightfully hers. She would fight.

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