The heat was stifling, the dust clinging to everything. Clara had come hoping to find some vintage scarves. She'd been searching for an hour and was starting to feel the pressure of the clock.

Then she saw it: a familiar, somewhat repulsive, and definitely moth-eaten teddy bear. It had a missing eye and smelled faintly of old attic. She knew it. She had to recognize it.

She felt a flicker of something she'd thought was buried. "How much?" she asked the woman, her voice strained. The woman, with a huge grin on her face, launched into a detailed description of the bear's "character."

Clara felt a knot of tightness 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