Leo stared at the email on his phone, the screen reflecting his own distorted face. His face was a mask, his eyes narrowed. He felt a bitter taste on his tongue. He had put so much effort into the essay; it was unfair.

He tossed the phone onto the bed, the plastic case making a loud thud. He began pacing the small room, his footsteps heavy and rhythmic. He felt a surge of energy, a need to do *something*.

He wanted to rip up the essay, to destroy it, to erase the entire situation. He resisted the urge and picked up his phone, sending off a text. He needed to talk to someone.

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