He slammed the door to his apartment so hard the frame shuddered. The realtor’s chirpy voice, promising “luxury living” in his perfectly adequate, rent-controlled studio, still echoed in his ears. He kicked off his shoes, the action sharper than usual, and they landed askew near the door. The building’s announcement had landed like a lead weight in his gut. Now, he'd be forced to deal with an army of potential buyers traipsing through the hallways, their designer shoes scuffing the ancient linoleum. He poured a generous amount of whiskey into a glass, the ice clinking loudly as he swirled the amber liquid.

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