The lunch rush was in full swing, and the restaurant was a mess. Amelia just wanted to serve her tables, but Josh, her coworker, was recounting his days at Camp Rocky Mountain. It was too much. She felt a knot form in her stomach.

She ran a hand through her hair, trying to tamp down the rising tide of frustration. The clatter of plates and the general din of the restaurant seemed to amplify his voice.

โ€œAnd the food was *terrible* but the hikes were amazing!โ€ Josh exclaimed. Amelia stared at him, saying nothing.

She turned and, without a word, went to the kitchen.

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
๐Ÿ˜ 0.251
้ช‚0.249
๐Ÿคฌ0.245
fucking0.239
Suppressed:
own-0.352
ๆธ—้€-0.251
gradually-0.234
unfolding-0.226
่ถ…่ถŠ-0.224