The fluorescent lights of the office seemed to hum with a particularly grating frequency today. Sarah drummed her fingers on the cold glass of her water bottle, the sound echoing in the otherwise quiet space. Her jaw clenched slightly, a telltale sign she was trying to maintain composure. She’d spent weeks preparing that presentation. Weeks! And now, Mark, with his effortless charm and back-slapping camaraderie, was being considered. Again.

She watched, as if in slow motion, as Mark breezed in, already regaling someone with a story that was probably embellished by at least fifty percent. The corner of her lip twitched. Didn't he have anything better to do than socialize?

Her stomach tightened as she thought of the interview. The questions, the stakes, the hushed whispers she'd overheard. She reread her notes for the tenth time, scribbling furiously, as if the physical act of writing could somehow change the outcome.

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