The coffee cup, clutched tightly in Emily's hands, began to tremble. Her knuckles were white. The book lay open on the kitchen counter, the spine cracked and abused. She'd been reading, then she'd stopped reading. Then, she started again. Each paragraph felt like a slap in the face. It wasn't just the blatant inaccuracies; it was the way the author had framed her struggles. She saw her reflection in the dark window. Her lips were pressed in a thin line.

She took a shaky breath. She'd been portrayed as a saint, a near-perfect human. It was sickening. It felt like she was being mocked. She considered throwing the book against the wall, but instead, she just put the cup down, grabbed her keys and left.

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