The small, elegant card felt heavy in her hand. She stared at it, her lips pressed into a thin, tight line. *“We are delighted…”* Delighted? After years of unspoken judgement and condescension? The very idea made her want to laugh, a wild, brittle sound.

She tossed the card onto the coffee table, the gesture abrupt and dismissive. Her chest felt tight, constricted. She picked up a cushion and began to knead it, the rough fabric offering a small measure of comfort. She was not going to play the good daughter. Not this time.

She stood abruptly and began to pace, the shadows in her apartment stretching and contorting in the late afternoon light. The gathering was a performance, a play she refused to participate in.

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