He gripped the steering wheel so tightly his knuckles were white. The highway stretched before him, an endless gray ribbon of road, mirroring the bleakness inside him. The radio played a cheerful pop song, a saccharine melody that felt like a personal insult.

He’d driven this route countless times, to their favorite spot by the lake, to the coffee shop where they spent hours talking. Now, the familiar landscape felt foreign, tainted by the impending loss. He could feel a burning ache behind his eyes, a sensation he fiercely refused to acknowledge.

He slammed his foot on the accelerator, the engine roaring in protest. He wanted to get somewhere, anywhere, away from the constant, throbbing awareness of what he was losing.

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