He stared at the email, a knot forming in his stomach. A half-sister. *Fantastic.* The word, in his head, dripped with acid. His carefully constructed life, the illusion of order he’d so painstakingly cultivated, was now threatened.

He pushed his chair back from his desk, the wheels squeaking on the linoleum. He needed to be anywhere but here, in this office, surrounded by the debris of his life. He slammed his laptop shut, the sound echoing in the empty space. He headed for the door, needing to be far, far away.

Emotion: annoyed

Cluster: Anger / Hostility
PC1 (Valence): -0.59 Negative
PC2 (Disposition): 1.27

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
l0.376
😠0.251
0.249
🤬0.245
fucking0.239
Suppressed:
own-0.352
渗透-0.251
gradually-0.234
unfolding-0.226
超越-0.224