The email subject line, "Your childhood home is for sale!" had jolted him awake. He’d woken up in a cold sweat. He didn't even *want* to click the link.

He stared at the screen, the cursor blinking tauntingly. He felt a throbbing ache behind his eyes. He pictured the current owners, whoever they were, probably the type to hang those ridiculous “Live, Laugh, Love” signs in the kitchen.

He finally clicked, his heart hammering against his ribs. The virtual tour was a blur of staged furniture and vacant smiles. He closed the browser. He wanted no part of this.

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