The email sat in Eleanor's inbox, mocking her. "Congratulations, Dr. Armitage!" it chirped. But the article attached was *hers*. Years of research, late nights fueled by lukewarm coffee, and all that was credited to Bartholomew Finch, some academic she'd barely heard of. Her fingers clenched into fists, knuckles turning white. She slammed her laptop shut, the metallic clang echoing in the sterile silence of her apartment. She needed to *move*.

She stalked into the kitchen, grabbing a ceramic mug and flinging it against the wall. The mug shattered. She didn't even flinch. The shards scattered across the linoleum, sharp and jagged, mirroring the jagged edges of her current mood. She grabbed her coat and slammed the door, the force of it rattling the frame.

Emotion: angry

Cluster: Anger / Hostility
PC1 (Valence): -2.05 Negative
PC2 (Disposition): 1.18

Role in Research

This story is one of 1,000 stories generated for the emotion angry. 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 angry stories, after denoising with neutral dialogue baselines, produces the angry emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the angry vector is projected through the unembedding matrix.

Promoted:
C0.354
est0.354
aggravated0.342
🤬0.337
0.323
Suppressed:
de-0.424
a-0.411
la-0.341
H-0.320
L-0.296