David felt a prickling heat crawling up his neck. He tried to focus on the game, but he kept glancing at the man sitting on the sofa next to him. Kevin, talking about his high-powered role at a media company. He found out from Kevin’s sister he's a delivery driver. David didn’t even know what to say. He’d always felt a tinge of inadequacy around Kevin, admiring his perceived success. He’d spent countless hours listening to Kevin, feeling… inferior. He took a long swallow of his beer. The words felt thick and heavy on his tongue, his throat felt tight. He had to bite his tongue to avoid saying something that he would regret later.

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