He had the audacity to be smiling. James saw Sarah across the crowded reception hall, laughing with the best man, her hand resting on his arm. It made his head pound. He gripped his scotch glass so tightly, he feared the crystal might crack.

His palms began to sweat. He forced a smile, the kind that felt more like a grimace. He needed to appear casual, unaffected. He moved toward the buffet table, deliberately avoiding her gaze.

Each bite of the tasteless canapés felt like a betrayal. He imagined throwing the whole plate across the room, watching the miniature quiches and cheese puffs explode in a chaotic display of… of everything. He swallowed hard. It wouldn't do. He had to be above this.

He saw her turn and, oh, the way she looked at him. The very idea that she might be thinking about him, too, made his chest tighten.

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