The coffee tasted like ash. Liam stared at the empty mug, the bitter taste clinging to his tongue. He had spent the entire morning staring at the email, the one containing the new salary information. His jaw was clenched, his shoulders hunched. The information had been a punch to the gut. The realization that Chloe, whose desk was right next to his, was earning more was a hard blow.

He picked up the phone to call his wife. The conversation felt strained. He focused on the meaningless details of his day, avoiding the subject of work. He kept the tone flat, his voice devoid of any warmth. He hung up the phone feeling emptier than before. He felt a compulsion to start cleaning his desk, the movement was a way to redirect his simmering frustration.

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