The cream-colored envelope felt heavy in her hand. Sarah stared at it, the embossed lettering blurring slightly behind a sudden film of tears. Ten years. It had been ten years since she'd walked those hallowed halls, ten years since she'd last seen most of these people. A knot tightened in her stomach, a physical thing that made it hard to breathe.

She tossed the invitation onto the kitchen counter, the sound sharp in the otherwise silent apartment. The mundane task of making coffee felt monumental. Each movement was jerky, her hands clumsy. The aroma of brewing coffee, usually a comfort, offered no solace.

"Oh god," she muttered, staring at her reflection in the microwave. Her face looked pale, the lines around her eyes more pronounced.

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