The realtor’s voice, honeyed and fake, grated on David’s ears. His sister, Emily, was practically skipping around the living room, exclaiming over every cobweb-laden knick-knack.

“Isn’t it charming?” she chirped, her eyes sparkling. David just wanted to be anywhere else.

He ran a hand through his hair, a nervous gesture he hadn't realized he was making until the afternoon. The entire thing was weighing him down. He glanced at the faded floral wallpaper, the threadbare carpet, and the sense of impending doom was palpable.

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