David slammed the door to his childhood bedroom. The air hung thick with dust and memories, and now, the venomous sting of public humiliation. He kicked the bed frame, the impact sending a jolt of pain through his foot.

He picked up a framed photograph of himself, a younger, more innocent version of himself, smiling brightly. He hurled it against the wall. The glass shattered, the sound oddly satisfying.

He paced back and forth, muttering under his breath. He felt a tightness in his chest, a desperate need to lash out. He wanted to undo what had been done, to rewind time and stop this whole mess.

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