John ran a hand through his hair, tugging at the strands. The blatant lie, the carefully constructed facade, it was just… irksome. He’d been so proud of his son, Michael, for his academic achievements. Now, here was a separate life, a digital shadow filled with pictures of parties and questionable friends, carefully concealed from parental scrutiny.

He paced the living room, his footsteps heavy on the hardwood floor. He felt a throbbing in his temples, a dull ache that seemed to amplify with every passing moment. He didn’t want to confront Michael, not yet. He needed to think, to understand why his son felt the need for secrecy.

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