He'd promised his daughter a glimpse into the past, a chance to connect with her family's roots. Instead, Marcus felt a wave of nausea wash over him as he stared at the old photographs. His grandfather, a man he'd revered for his stoic integrity, was pictured in the company of individuals associated with shady business dealings.

He slammed the photo album shut, the clasp snapping loudly in the quiet room. His face flushed crimson. The carefully constructed stories, the tales of honest living, felt like a cruel joke. He felt the need to rip the walls from their hinges, to destroy the evidence of the lies that he had grown up with. He needed to be away from this deception. He stood, knocking over the chair he was sitting on, and stormed from the room.

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