A tremor ran through David’s hand as he held his phone, staring at the screen. The email from his old college, gushing about the publication of his application essay, practically vibrated with forced enthusiasm. He ran a hand through his hair, dislodging a few stray strands. “‘A Tale of Two Toasters’? Really?” He scoffed, his voice tight.

He pictured the smug editor who had made the selection, probably some fresh-out-of-grad-school kid eager to prove themselves. He imagined them reading his deeply personal exploration of breakfast appliances to a room full of other academics and potential students. David felt a wave of nausea. He closed his eyes and took a deep breath, trying to calm the feeling that he needed to scream.

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