The champagne flute felt heavy in Amelia's hand. She gripped it tighter as she scanned the room. Of course, he’d be here. Her jaw clenched. The floral arrangements, usually a point of appreciation, now seemed like an ostentatious display of happiness, mocking her with their vibrant colors. She spotted him across the dance floor, laughing with a group of people. Good for him.

He was wearing that ridiculous navy suit she always hated. She wanted to hurl the champagne at it. Instead, she took a large gulp, the bubbles doing nothing to soothe the tension knotting in her stomach.

“Having fun?” a voice chirped beside her. It was Sarah, the bride. Amelia plastered on a smile, hoping it didn't look as forced as it felt. “Absolutely,” she lied, her eyes still fixed on him.

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