The tightness in Mark’s chest intensified with every click of the remote. He stared at the news report detailing the latest stock market gains, knowing full well that his own meager investments were doing precisely the opposite. The camera panned over a lavish mansion, the address flashing on the screen – 14 Willow Creek Lane. He recognized the address. It was Mrs. Gable’s house.

He slammed the remote down, the plastic cracking under the force. The audacity! Just last week, he'd helped her struggling with her groceries, she'd been talking about her tight budget and the rising cost of living! He felt a hot flush spread across his neck. He’d been struggling to keep his business afloat, juggling invoices and deadlines, while his neighbor apparently had enough money to buy and sell his entire company.

Mark stood up, pacing the small confines of his living room. The sheer hypocrisy of it made him want to scream. The more he thought about it, the more he seethed. The silence in his apartment felt suddenly oppressive, the walls closing in. He needed to get out, he needed some air, he needed *something*.

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