The aroma of freshly baked bread filled the bakery. Amy approached the woman behind the counter. “Jenny? Jenny Peterson? Remember the chocolate chip cookies we used to make every Saturday morning?”

Jenny paused, her brow furrowed. She looked at Amy, then back at the display case. “I’m sorry, dear. I don’t recognize you.” She smiled at the next customer in line.

Amy clenched her fists, her jaw tight. She swallowed hard, trying to keep the anger from spilling over. “The cookies with the extra chocolate chips? The ones that always burned at the bottom?”

Jenny just kept staring at the next customer in line. Amy mumbled a thank you and walked away, feeling a strange mix of emotions.

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