The vibrant colors of the art gallery seemed muted. Sarah listened as Ben waxed lyrical about his ‘curatorial role’ and the ‘visionary artists’ he was supporting. She'd accidentally overheard a conversation between Ben and his mother in which she expressed confusion about her son's occupation. Ben worked a night shift at a local supermarket. She didn't say anything, but her nails dug into the palms of her hands. She felt a strange buzzing behind her ears. She forced a smile and asked, “So, when's the next exhibition?”

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