Clara felt a knot tightening in her stomach. The book, detailing her supposed romantic escapades, lay on her bedside table, its cover gleaming mockingly. She’d read a few pages before flinging it across the room. Her hands were trembling. This unauthorized account of her life was infuriating. Her cheeks burned with indignation.

She picked up the remote, clicked the television on, and flipped through the channels without seeing anything. She needed to distract herself. Every thought felt like it was bouncing off the walls of her head.

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