“That’s… that’s not right,” Ben stammered, his voice cracking. He stood rooted to the spot, staring at the coach. The basketball team roster was posted, and his name wasn’t on it. The air felt heavy, and it was hard to breathe. He felt a throbbing pulse in his temples. He wanted to argue, to demand an explanation, but the words wouldn’t come. He swallowed hard, the lump in his throat making it even more difficult. He glanced at the other players, some celebrating, some staring at him with a mixture of pity and indifference. He felt a deep, profound sense of being utterly alone.

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