The email sat in Amelia’s inbox, glowing with cruel indifference. “We regret to inform you…” The words blurred. She clenched her jaw so hard her teeth ached. Across the coffee table, a framed photo of her and Sarah, both beaming after graduation, seemed to mock her. The audacity! Sarah, with her effortless charm and family connections, had gotten the job. Amelia slammed her laptop shut, the metallic clang echoing in the sudden silence of her apartment.

Her hands shook as she grabbed her keys. She needed air, needed to be somewhere other than this suffocating space. The park. That’s where she’d go. Maybe the cool breeze would calm the storm raging inside.

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