The message was clear, concise, and utterly unwelcome. Mark stared at the email, his eyes narrowed. He felt a coldness creeping into his core, a numbness that was almost worse than anger. He didn't even want to consider what this meant for his future.

He abruptly stood up and began to walk, aimlessly, around his small apartment. His steps were quick and agitated. He couldn't stop. He needed to be anywhere but there. He ran a hand through his hair, his fingers tangling with each other.

He stopped, abruptly, and leaned against the wall. He wanted to go outside. He needed air, the wind, something to clear his head.

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