The office felt stifling. Liam tugged at his collar, feeling the fabric restrict his breathing. “Liam’s Private Journal Exposed!” the headline blared from his boss’s computer, visible across the open-plan office. He felt the eyes of his colleagues on him, a collective wave of silent scrutiny. He wanted to evaporate.

He wanted to scream. He wanted to grab the laptop and throw it out the window. He wanted to burrow under his desk and stay there. He slammed his hand on the desk, feeling the sting in his palm as he tried to contain his building fury.

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