The new office smelled of pine and ambition. David, now a junior programmer in the IT department, couldn't shake the feeling of being a fraud. He looked at the lines of code scrolling across the screen, a language he barely understood, and a cold dread seeped into his bones. His previous role, managing the office supplies, was a comfort zone. This was a challenge he wasn’t sure he could meet.

He avoided eye contact with his new colleagues, young and brilliant, each seeming to inhabit a different dimension. His fingers felt clumsy as he tried to navigate the complex software. The pressure in his head was becoming unbearable.

He excused himself to go to the bathroom. He splashed cold water on his face, trying to calm the racing thoughts. “I can't do this,” he muttered, the words a hollow echo in the sterile space.

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