The lecture hall felt colder than usual, a stark contrast to the boiling anger churning in Clara’s gut. The university president, a tiny figure on the podium, droned on about “unforeseen circumstances” and “restructuring.” Clara felt a twitch in her eye, a physical manifestation of her growing resentment.

Her fingers tapped a furious rhythm on the wooden desk. She’d spent the last four years building a life here, forging connections, dreaming of the future. The room seemed to shrink, the walls closing in.

Clara huffed, crossing her arms tightly. The air was thick with the scent of cheap coffee and unspoken anxieties. She'd wanted to scream, to lash out. Instead, she just felt this intense, hollow ache.

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