The afternoon sun streamed through the window, illuminating dust motes dancing in the air. John sat hunched over his desk, staring at the financial reports. He’d tried to focus, but the numbers swam before his eyes. He’d been shocked by the revelation that his new supervisor, a recent graduate with limited experience, was making more than he was.

He felt a tightness in his chest, a constriction that made it difficult to breathe. The air in his office suddenly felt thick, heavy. He ran a hand through his hair, leaving it a mess.

He leaned back in his chair, the leather creaking under his weight. He’d always prided himself on his work ethic, his dedication. He felt betrayed. He thought of his family. He thought about his plans. The weight of it all was almost unbearable.

He slowly stood up and walked to the water cooler, the walk feeling like a monumental effort. He poured a glass and drank it in a single, desperate gulp.

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