The florist's delivery arrived at precisely 10 am, as usual. Except today, nestled amongst the vibrant blooms, was a small, cream-colored envelope. She recognized the handwriting instantly. Her mouth twisted as she read the name on the envelope. It was from her college roommate, Claire. That woman had sabotaged her thesis presentation, and ruined her dream. Her grip tightened on the stem of a rose, nearly crushing the delicate petals. She felt a prickle of annoyance, followed by a surge of heat. She tossed the flowers, including the offending missive, into the nearest bin.

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