The notification buzzed, a tiny vibration in Emily’s pocket, and she stiffened. It was a message from a friend, a link to her son’s secret TikTok account. The name – “Sk8rBoi4Eva” – was enough to send a wave of frustration through her. Seriously?

She clicked the link, her jaw clenching as the videos began to play. Her son, David, dancing to trashy pop music. David, lip-syncing to silly skits. David, the straight-A student, the responsible kid. She felt her face flush, a heat spreading from her cheeks to her neck. This was a side of him she hadn't known, a side that just rubbed her the wrong way.

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