The news report flashed across the television screen, another story about the lack of funding for rare diseases. Sarah threw her remote at the wall. The plastic cracked, mirroring the shattering of her patience. How could they? How could they ignore this?

She grabbed her coat and stormed out of the house, needing to breathe, needing to escape. As she walked, she spotted a woman sitting on a park bench. The woman held a tissue to her face, quietly sobbing. Sarah, despite herself, approached.

“Are you alright?” she asked, her voice cracking. The woman looked up, her eyes red-rimmed and swollen.

“It’s…it’s the protein deficiency,” the woman whispered. The rage, momentarily quelled, flared anew.

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