The invitation felt like a slap. *Give a speech?* At Dad's retirement shindig? After all the years of his dismissive remarks, of his carefully constructed indifference to anything she did? He'd always preferred Mark, the golden boy, the successful lawyer. Her? She was just… well, she was *her*. She’d spent the last hour pacing, the polished floorboards of her apartment creaking under the strain. Now, she gripped the edge of the kitchen counter, knuckles white, and glared at the pristine envelope as if it were a venomous snake.

She crumpled the paper in her fist, then slammed it onto the counter. The image of his smug smile, so carefully cultivated, burned in her mind. He was probably expecting a heartfelt tribute, a display of familial adoration. Fat chance.

She grabbed a bottle of water, the cold glass a small comfort against the heat flaring in her chest. The thought of standing up there, pretending to be happy, made her stomach clench.

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