The phone felt heavy in Emily’s hand. Liam’s voice, full of carefree nostalgia, was coming through the speaker. He was describing their first backpacking trip through Europe.

She twisted the phone cord around her finger, the plastic digging into her skin. Liam was the adventurous one, the one who navigated the streets. She, in his story, was the constant worrier, the one who slowed everything down.

A wave of heat rose to her cheeks. She focused on the cracks in the wall. The truth was different. *He* had been the one who got them lost, *he* had been the one who lost their passports. She had been the one who kept them from disaster.

“Remember how you were always so worried?” he asked, his voice bright.

“Yeah,” Emily managed, her voice cracking slightly. She ended the call quickly, and tossed the phone on the couch.

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