Liam paced his small apartment. The photograph his mother had sent him, blurry and faded, stared back at him from the coffee table. A young woman, smiling, with a familiar curve of the mouth. His mouth was dry, his throat constricted. Another child of his father? He couldn't believe it.

He ripped his shirt off, feeling like he was suffocating. He threw it across the room. He felt he needed to break something. He needed to scream. He wanted to shatter something. The air itself felt thick and difficult to breathe. He threw himself on the couch, burying his face in a cushion, a primal sound escaping his lips.

The next morning, his jaw was clenched. He grabbed his keys and drove to the family home. He was a force of nature.

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