The light flickered, casting long, distorted shadows across the elevator car. Dave leaned against the wall, trying to find a cool spot. He kept readjusting his tie, the fabric suddenly feeling like a noose.

His coworker, Jessica, was trying to make conversation about their families. Dave’s replies became shorter, less frequent. He wanted to be alone, to brood in silence, to curse at fate.

He dug his fingernails into his palms, the physical pain a small distraction from his inner turmoil. He checked his watch again, then again. Time wasn't passing fast enough.

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