The champagne flute nearly shattered in Amelia's grip. Seeing David saunter in, all charm and perfectly-slicked hair, felt like a punch to the gut. The wedding was supposed to be a joyous occasion for Chloe, a distraction from her own disastrous dating life. Now, all Amelia could focus on was the infuriating smugness plastered across David’s face.

Her jaw clenched, a muscle jumping in her cheek. She excused herself from her conversation with Chloe's mother, the older woman's words now just a droning hum. She needed air, needed distance.

Outside, the late afternoon sun beat down, but it did little to warm the icy knot forming in her stomach. She watched him from the shadows, his easy laughter grating against her ears. How dare he act like nothing had happened? Like he hadn’t ripped her heart out and stomped on it.

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