The paper crackled in Eleanor’s trembling hands. Thirty years. Thirty years she’d spent building a life, brick by painstaking brick, and now this flimsy sheet threatened to dismantle it all. Her chest felt constricted, a vise slowly tightening. She slammed the letter onto the polished mahogany of her desk, the sound echoing in the otherwise silent study.

Her knuckles were white as she clenched her fists. She rose from her chair, pacing the room like a caged animal. Sunlight streamed through the tall windows, illuminating dust motes dancing in the air, but she couldn’t see them. All she could see was the neatly typed apology, a feeble attempt at contrition after so long.

"After all this time," she spat, her voice tight with a fury she hadn't realized still simmered beneath the surface. She reached for the antique paperweight on her desk, a heavy, cold piece of sculpted marble, and hefted it in her hand. The temptation to hurl it at the wall was almost overwhelming.

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