A vein throbbed in Michael’s forehead as he stared at the printed program. “Speech by Michael….” He felt a flush creep up his neck, a slow, simmering burn. His father, the man who had constantly belittled his artistic pursuits, who’d called his career choices “frivolous” and “unrealistic,” now expected him to wax lyrical about his achievements?

He ran a hand through his already disheveled hair, scattering strands across his face. The air in his stuffy apartment felt too thick, too close. He needed to get out, to *breathe*.

He slammed the program onto the table, the force rattling the chipped mug sitting precariously on its edge. The bitter taste of resentment coated his tongue. He pictured the glint in his father’s eyes, the satisfied smirk, and his hands clenched into fists.

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