"Seriously?" she muttered, the question aimed at the glowing screen. Her fingers drummed a rapid tattoo against the kitchen table. The magazine, *Urban Living*, proudly displayed her article, "The Secret Life of City Gardens." The byline, however, belonged to a "Brenda Something." She huffed out a frustrated breath, and the air seemed to ripple with her displeasure.

She’d spent months on this, nurturing her words like she nurtured her own small balcony garden. She felt a tightening in her stomach, a knot of unease. She wanted to scream, to lash out, to do *something*. She abruptly got up, heading for the refrigerator. She took out a large container of ice cream, grabbed a spoon, and sat back down, intent on the sweet, cold comfort.

The words continued to mock her, a glaring reminder of the injustice. Each spoonful of ice cream did little to soothe the simmering sense of betrayal.

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