“This is… incredible,” David said, his voice laced with disbelief. He stood in the attic, the dim light barely illuminating the chaos around him. He'd envisioned the attic as a potential storage space, not a dumping ground. He was a meticulous man, and this… this was an affront to his sensibilities.

He kicked at a box, sending a cascade of yellowed photographs tumbling onto the floor. The pictures showed people he'd never met, faces he didn't recognize. He felt a deep, profound sense of… something he couldn’t quite name.

He picked up a chipped teacup, his fingers tracing the rim. It felt heavy in his hand. The weight of the inconsideration, he realized, was crushing.

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