The coffee sloshed over the rim of the mug as Clara slammed it onto the counter. Her jaw clenched. Sunlight streamed through the kitchen window, illuminating dust motes dancing in the air, a fact she usually found charming. Today, it just felt…invasive. The notification on her phone read, "Your Teenage Diary: Raw & Unfiltered. Read it Now!" followed by a link. She knew, *knew*, it was her. Someone had done *this*.

Her fingers fumbled with the phone, the screen smudging with each touch. The article was live. Comments already. *Oh, good Lord*. Clara wanted to hurl the phone across the room, but she stopped herself, reminding herself she needed it to order takeout later. She took a long, slow breath, trying to calm the hammering in her chest.

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