He’d arrived early, before the demolition crew. Mark drummed his fingers on the steering wheel, the insistent tapping a staccato rhythm against the silence. This was all a complete waste of his time. He’d booked the day off work, thinking he should be here. Now, staring at the familiar facade, he felt his jaw clench.

The air felt thick, heavy with the scent of damp earth and something indefinable, almost like a ghost of old laundry. He hated the way his gut twisted at the thought of the wrecking ball. He needed a cigarette.

“Everything alright, sir?” a young man, probably fresh out of school, asked through the window, clipboard in hand. Mark just gave him a withering look.

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