He stared out at the bustling city, the vibrant colors a cruel contrast to the grayness inside him. His reflection in the window seemed distant, a stranger he barely recognized. A knot of anxiety tightened his stomach. He was at the end of his rope.

The sign read: "Dr. Megan Carter, Licensed Psychologist." The same Megan Carter who used to lock him in the school janitor’s closet. He felt a wave of nausea rise. He wanted to scream.

He entered the office. Her office. It was a space designed for comfort, but he felt only unease. He perched on the edge of the sofa, his hands clammy. Her voice was soothing, but he could only hear the echoes of laughter. His shoulders slumped.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224