He stared at the email, the words a cruel taunt. "Congratulations on the publication of your article!" Except, the article wasn’t *his* anymore. His name had been replaced. He slammed his fist on the desk. The sharp pain was a welcome distraction from the hollowness in his chest.

He felt an overwhelming urge to flee, to escape the confines of his office. He grabbed his coat, his movements jerky and hurried. He needed air, needed space, needed to make sense of the world. The world was suddenly a very unkind place, and he just wanted to escape it.

Emotion: distressed

Cluster: Fear / Anxiety
PC1 (Valence): -2.39 Negative
PC2 (Disposition): -0.52

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😣0.304
😞0.296
worse0.291
😖0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229