"And now, a few words from…" Sarah read the text message again, her voice a low growl. The announcement had come through just as she was trying to relax. A hot bath and a good book, after a tough week at work. Now, the image of her mother, forever comparing her to her perfect, conventionally successful older sister, filled her with a rising tide of fury.

She tossed her phone onto the bed, the screen flashing a defiant glare. The porcelain of the bathtub seemed to mock her, so pristine, so impossibly calm. How dare they? How dare they expect her to perform?

Her jaw tightened. The water, once inviting, now felt suffocatingly warm. Her fingers drummed a rapid tattoo against her thigh. She needed to do something, *anything*, to alleviate this pressure building in her chest.

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