Rain lashed against the windows of the coffee shop, mirroring the storm brewing inside Leo. He'd waited half an hour, staring at the door, before finally spotting Liam. Liam, who’d been his shadow throughout elementary school, was now… a stranger. A stranger with a vaguely familiar smile.

"Hey," Leo said, the word clipped. He forced a casual lean against the table. "Liam, right? From, uh, the old neighborhood?"

Liam squinted, brow furrowing. “Liam? Yeah. And… you are?” He gestured for the barista.

Leo’s jaw clenched. *Here we go.* “Leo. Leo Harding. We built a fort in your backyard that one summer. Remember? The one with the ridiculous name?”

Liam just chuckled. “Sorry, man, the name doesn't ring a bell. But good to meet you.” He picked up his latte and gave Leo a perfunctory nod.

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