He could practically taste the bitterness rising in his throat. He'd been looking forward to a quiet evening of studying, but it seemed fate had other plans. His roommate, Alex, was sitting at their shared desk, casually flipping through the pages of his journal. The blatant disregard for his privacy was astounding. He felt a throbbing sensation behind his eyes. He crossed the room, his footsteps heavy. “Alex,” he started, his voice a low growl, "What the hell are you doing?" The casual shrug Alex gave him was a punch to the gut.

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