The silence was suffocating. She felt her chest tighten, the pressure building with each passing minute. Three hours. She had an interview. A career-defining interview. Now, this. Her meticulously planned outfit felt like a suffocating shroud. She felt a burning, a seething rage.

Across from her, Robert, the senior partner, was calmly reading the Wall Street Journal. She felt a wave of icy fury at his apparent indifference.

She kicked the side of the elevator, then immediately regretted it when her foot throbbed with pain. The pain, however, did not compare to the burning anger inside.

"This is absolutely appalling," she hissed, her voice barely a whisper. “Absolutely.”

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