The radio DJ's voice, saccharine and syrupy, was the prelude to the inevitable. Then the familiar intro chords of "River's Edge" began, a song that had earned him a modicum of fame. Except, this version… This version was a pop-infused, autotuned nightmare.

His throat constricted. He grabbed the remote, his fingers fumbling with the volume button. He wanted to silence it, to stop the perversion. He pressed the mute button, but the memory of the song and its butchering still replayed in his head.

He paced the confines of his small apartment, feeling a pressure building behind his eyes. The room seemed to shrink, the walls closing in. He felt a need to break something.

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