He’d slammed the email shut, the screen flashing the bright, accusing words: “Conversion to Condominiums.” Thomas’s jaw clenched so hard he could feel a muscle spasm in his cheek. He needed air, right now.

He practically stomped his way to the communal rooftop garden, the worn treads of the carpet doing nothing to absorb his heavy footfalls. The city, usually a vibrant and exciting sight, seemed now to be sneering down at him from its towering buildings.

He ripped a weed from the pot of rosemary, tearing at the stubborn roots with unnecessary force. His temples pounded, a dull, rhythmic echo of the fury building in his chest.

He cursed under his breath, the words a low growl of frustration that seemed to vibrate in the cool evening air. He felt a desperate need to tear something apart, to break free from the invisible chains that held him.

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