"Seriously?" Mark gasped, his voice tight. He ran a hand through his hair, leaving a smudge of dust on his forehead. The attic air was stale and heavy, filled with the ghosts of forgotten things. He blinked at the clutter.

He pictured the previous owners, the family he never met, flitting about in this very space, and it seemed to him an insult. What had they thought? That he would just… clean up their mess? That they were somehow above doing it themselves?

He took a deep breath, trying to calm the rapid thrumming in his chest. His jaw tightened as he surveyed the scene: a broken lamp, a mountain of old magazines, and a dusty collection of ceramic figurines. The sheer volume of it was overwhelming.

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