The realtor’s saccharine smile was starting to grate. "Isn't it charming? So much character!" He’d been saying it all morning, as if “character” could somehow erase the grim file the detective had just handed her. She slammed the door to the den, the sound echoing in the suddenly silent house. A chill snaked up her spine, even though the central heating was blasting. This wasn't "character." This was a place where a life had ended, violently. Her fists clenched. How could they have sold her this house without disclosing that?

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