The thermostat was cranked up way too high, filling the room with dry, stale air. James felt his skin prickle. He unbuttoned his jacket, even though it was hardly warm. He felt like he was suffocating.

He hadn't slept well in days. The thought of this appointment, with *that* guy, had been plaguing him. The irony of it all felt heavy. He was the one who needed help? And this clown was going to be the one giving it? The idea simmered within him, a slow burn.

The door opened. "James?" It was him. The sight of the man, looking calm and collected behind his desk, only amplified the feeling. James followed him inside.

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