The tiny space felt like a pressure cooker. Maria kept glancing at her watch, the seconds ticking away with infuriating slowness. She felt a heat rising inside her, a slow burn that started in her chest and spread outwards.

Her coworker, Kevin, started telling her about his weekend plans, and Maria found herself clenching her fists. She faked a smile, but it felt brittle, cracking at the edges.

She closed her eyes, imagining the emails piling up in her inbox. The thought was enough to make her stomach churn. The lack of air felt suffocating, making her feel trapped and helpless.

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