“Take a pottery class.” Liam scoffed, his lips curling into a sneer. His grandmother, a woman who considered a slightly burned scone a catastrophe, had scribbled these words in shaky script. He tossed the list onto the kitchen table, the paper landing with a soft thud. He just wanted to get it over with, to move on.

The house felt too quiet, too empty. He started to pace. There was a mountain of legal documents to sort, accounts to close, memories to bury. The thought of all of it made his head pound. He grabbed a cup and poured himself a large glass of whiskey, the amber liquid swirling in the crystal glass. He downed it quickly.

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