"Honestly," David muttered under his breath, jamming his pen so hard onto the paperwork that the tip snapped. He tossed the mangled instrument into the trash. The air felt thick, heavy, as though the very oxygen was conspiring against him. He'd poured his heart and soul into this project, staying late, skipping lunches, sacrificing his weekends. For what? So that Jessica could waltz in, bat her eyelashes, and reap the rewards?

His eye twitched slightly as he watched her laugh with the manager, a sound that grated on his nerves like nails on a chalkboard. He felt a prickling sensation at the back of his neck.

He pulled his tie, feeling a sudden surge of heat. He needed to get out of here, away from the suffocating pressure. He slammed his fist on his desk, the sound echoing through the cubicle farm.

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