He slammed the invitation against the wall. The sound, a sharp crack, echoed in the otherwise silent apartment. His fists clenched, nails digging crescents into his palms. He imagined the smirks, the knowing glances. He pictured the way they would all have "succeeded," while he… well, he was still here, wasn't he?

He stalked across the room, kicking at a discarded shoe. The leather thumped against the hardwood floor. He felt a familiar prickle behind his eyes. He stopped, took a deep, shuddering breath, and ran a hand through his already disheveled hair. He had come so far to try and leave the past behind him.

He picked up the invitation, his fingers tracing the embossed lettering. It felt like a trap, a meticulously crafted snare designed to expose his vulnerabilities. He ripped the envelope open, scattering the contents across the table. The glossy photo of the reunion committee members, all smiling and poised, seemed to be staring at him, judging.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🀩-0.210