The color drained from her face, leaving her a pale imitation of herself. Chloe’s jaw tightened, her expression hardening into a rigid mask. The news – Amelia’s competing birthday extravaganza – had landed like a physical blow. She felt a tremor run through her, a shudder that began in her toes and ended in the tight knot in her stomach.

She walked over to the window and stared out at the bustling street below, the vibrant colours of the city now muted and distant. The meticulously planned beach bonfire, the invitations already sent, the caterer booked… all threatened. All because Amelia had decided to… what? Upstage her? Ruin her moment?

Her fingers twitched, itching to do *something*, to react. She resisted the urge to scream. Instead, she took a deep, ragged breath and turned away from the window. The battle, she realized, had just begun.

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