The morning light streamed through the blinds, illuminating dust motes dancing in the air. It was a beautiful day, a fact that only served to intensify her internal discomfort. Her head throbbed. She felt a profound sense of disconnection, as if she were observing her life from a great distance.

A shadow fell across the kitchen window. She knew who it was before she looked. Mr. Peterson, clutching a pruning saw. His smile seemed strained. “Morning, Helen. Just wanted to talk about the willow…”

She closed her eyes, wishing she could simply erase the day, erase the world. The prospect of having to talk to anyone seemed completely unbearable.

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