The meeting ended, and Sarah excused herself with a tight smile that didn’t reach her eyes. The air in the conference room seemed thick, suffocating. She couldn’t breathe. She needed to escape. Outside, the midday sun felt like a spotlight, highlighting the hollowness that had suddenly consumed her.

She walked quickly, her shoulders hunched, avoiding eye contact. The laughter of her colleagues as they discussed the news grated on her. She imagined herself punching the wall, just to feel something other than this crushing disappointment.

She ducked into the ladies’ room, locked the stall, and let the tears flow. It was like a dam had broken.

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