"Unbelievable." Sarah’s voice was a low growl, as she watched the removal trucks backing up to Mrs. Davies's house. Boxes upon boxes were being loaded, furniture, antiques, things she couldn't even name. She’d always believed Mrs. Davies was struggling, just like her.

She had been saving every penny, sacrificing everything, to try to provide for her kids. She looked at her own small, cramped house. The disparity was blinding. She remembered the shared cups of coffee, the small talk about how hard things were.

She slammed the door shut, the sound echoing through her silent home. She felt as though something in her had snapped. The air felt heavy, suffocating. She wanted to scream, to smash 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