The coffee cup trembled in Mark's hand. He stared at the email, the words blurring. His independent research on renewable energy sources – the project he'd staked his reputation on – was essentially replicated in Dr. Chen’s recently published paper. He couldn't shake the unsettling sensation that his work had been preempted.

He felt a tightness in his chest, a sensation that had been building for weeks now. He ran a hand through his hair, the gesture clumsy and frantic. The meticulous notes spread across his desk suddenly seemed worthless. He felt a deep sense of betrayal, like something vital had been stolen from him.

He slammed his fist on the table, the force of it surprising him. The feeling of helplessness was overwhelming. His phone began ringing, a colleague asking if he’d seen Chen's paper. He did not answer, instead, he fell back into his chair, defeated.

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
πŸ˜–0.285
😰0.276
Suppressed:
de-0.457
la-0.349
:)-0.239
B-0.232
happy-0.229