The cafe door chimed as Amelia stormed in, nearly knocking over a small table. Her jaw was tight, her fists clenched so hard her nails were digging crescents into her palms. She scanned the room, eyes blazing, until they landed on *him* – or rather, on *them*. Liam, looking as casually charming as ever, was laughing. Across from him, a woman with fiery red hair was leaning in, hanging on his every word. Amelia felt a hot, sickening churn in her stomach.

“Liam?” she spat, her voice surprisingly steady, considering the tidal wave of fury threatening to consume her. He looked up, his smile faltering instantly. The redhead's head snapped around. Amelia pointed a trembling finger.

“You,” she seethed, addressing the woman. “You have a lot to answer for.”

Emotion: outraged

Cluster: Anger / Hostility
PC1 (Valence): -1.96 Negative
PC2 (Disposition): 1.32

Role in Research

This story is one of 1,000 stories generated for the emotion outraged. 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 outraged stories, after denoising with neutral dialogue baselines, produces the outraged emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the outraged vector is projected through the unembedding matrix.

Promoted:
C0.467
0.334
🤬0.327
aggravated0.323
0.312
Suppressed:
H-0.315
☺️-0.286
optimistic-0.278
adventurous-0.262
मुस्कुरा-0.260