"So, for you, Sarah," the executor announced, his voice booming in the quiet of the library, "a sizable sum in stocks and bonds." Her brother, David, whooped with glee, slapping his knee with delight. Sarah's stomach felt like it was sinking.

She shifted in her chair. The room felt suddenly too warm. A substantial portfolio. *That's what she got.* She forced a smile. She'd been expecting the same, of course. She'd always been so careful, so practical. Her inheritance? A collection of inherited debts from their grandfather's failed art gallery and a single, faded photograph of a woman she didn't recognise. She stood up abruptly. The room swam for a moment.

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