The worn leather of the old journal felt comforting in Ethan’s hands. He’d spent a small fortune on it. He'd been meticulously searching for a journal like this. He’d wanted to start writing down his own stories. He opened it and, as he did, a small piece of paper slid out. “Unbelievable,” he whispered, his voice laced with acid.

He read the note – some romantic drivel, addressed to “My Dearest Amelia.” His chest tightened. It was a violation, an intrusion into his personal space.

He slammed the journal shut. The casual indifference of the previous owner was infuriating. The very idea that someone had treated this as just any old book. He wanted to scream.

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