"So, you have Ms. Thompson, huh?" Kevin asked his daughter, trying to sound encouraging. The corners of his mouth twitched involuntarily.

His daughter’s excited chatter filled the kitchen as she described her new teacher. Kevin kept nodding, but his thoughts were elsewhere, back to the memory of Ms. Thompson, the woman who’d once accused him of cheating on a history test. He could almost feel the phantom sting of her disapproving glare.

He abruptly stood and started washing dishes with unnecessary vigor. His hands moved quickly, the water splashing against the sink. He couldn't shake the image of her face.

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