The hum of the server room resonated through the thin walls of Oliver’s office, a constant reminder of the systems failure he was trying to fix. His fingers flew across the keyboard, a frantic dance of coding and debugging. His mouth felt dry, his head ached. He was losing control.

“Oliver, you look like you’re about to crack,” Emily said, her voice soft. She was standing in the doorway, a sympathetic look on her face.

He ignored her, his focus laser-sharp on the blinking cursor. He felt the familiar pressure building in his chest.

“I just mentioned Camp Silver Creek, and it reminded me of those awkward teenage years. Did you ever go?” Emily asked, her voice cheerful.

Oliver felt his breath catch in his throat. Silver Creek. The place where he had been rejected. The memory, a jagged shard, cut through him. He swiveled his chair away, wanting to be alone.

"No," he said flatly, the word a clipped sound.

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