The clinking of silverware, the soft murmur of polite conversation, drifted through the open window. It was the annual summer garden party, and this year, the Millers had truly outdone themselves. Emily, watching from her cramped kitchen, felt her brow furrow.

She stabbed viciously at a particularly stubborn carrot while chopping vegetables for dinner. The aroma of freshly baked bread from her own oven seemed to pale in comparison to the decadent smells wafting from next door. She took a deep breath, trying to steady herself.

Each year, it got worse. The designer clothes, the expensive wines, the flawless smiles. "Just great," she thought, the words tasting sour on her tongue.

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