He’d envisioned this evening perfectly: a fire crackling in the hearth, a glass of single malt whiskey, and the immersive world of Tolkien’s *The Hobbit*. He'd found the book at a car-boot sale, the cover worn, the pages dog-eared. Then the letter.

A hastily scrawled note, the paper stained with what looked suspiciously like grease. *Found something… keep it safe… don’t tell anyone…* His eyebrows drew together. He shifted in his armchair, a deep rumble of disapproval escaping his throat.

He tossed the book onto the floor, the fire in the hearth suddenly seeming less inviting. He finished his whiskey in one gulp and then reached for the remote, finding solace in a loud, action-packed movie.

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