The words seemed to swim on the page: "Transition to Facilities Management." Her fingers trembled as she scrolled through the email again, as if repetition would somehow change its contents. The blood rushed to her face, a fiery blush that spread down her neck. She felt a burning sensation in her chest, a tightness that made it hard to breathe.

She leaned back in her chair, the leather squeaking in protest. Her gaze snapped to the window, the city skyline blurring into a distorted, indistinct mess. She wanted to scream. She wanted to run. She wanted to do something, *anything*, to alleviate the pressure building inside. She closed her eyes.

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