He looked… older. The sharp edges of youth, the cocky smirk, softened by time and, presumably, a degree in psychology. He gestured towards the couch with a placid expression she found particularly irritating. She wanted to hurl the potted plant at the wall.

“Please, have a seat, Sarah.” His voice was calm, measured, irritatingly normal. She almost choked.

She planted herself on the edge of the couch, spine ramrod straight. The leather squeaked under her weight. “I… I can't believe this,” she muttered, her voice tight, barely a whisper. The familiar fury, a knot in her stomach, began to tighten its grip.

She focused on the framed diplomas on the wall, each one a testament to his supposed maturity, his supposed ability to help people. The irony was almost too much to bear.

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