The meticulously planned playlist, the carefully chosen venue, the perfectly coordinated outfits – it was all too much. Chloe's jaw was tight. She'd been practicing her speech, and each time she read it the more her mood darkened.

The endless stream of platitudes and well-wishes felt… hollow. She found herself picking at her fingernails, the nervous habit a visible manifestation of her internal state.

As the speeches began, she felt a tightening in her chest. She watched her mother, glowing with happiness, and a strange pressure built inside her. The words felt like a cage she was trapped in.

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