The letter arrived, a casual invitation to a gallery opening, signed by a name she hadn't uttered in decades: Thomas. Olivia, her heart doing a flip, had to go. She hadn't expected to be greeted with such a complete absence of recognition.

“I’m sorry, I don’t believe we’ve met," Thomas had said, his voice smooth and noncommittal as he stared at her. "Are you a friend of the artist?"

Olivia’s cheeks burned. The bright lights of the gallery seemed to sharpen, to mock her with their brilliance. The clinking of glasses, the forced pleasantries, all grated on her nerves. She felt a powerful urge to run, to escape the suffocating air of the room. She could barely stand to be in that space, now, and muttered a quick, abrupt excuse before disappearing into the crowd.

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