He stared at the ceiling, unable to shake off the oppressive feeling that had settled over him. He felt as though someone had removed the plug from his energy. The message from the school had taken its toll.

“Your daughter, Chloe, will be in Ms. Bell’s class this year.” The woman’s name was etched into his memory. The way she had singled him out, how she had held him to a different, higher standard. His stomach clenched at the thought of facing her again, even in a different capacity, a parent.

He pulled the covers tighter around himself. He had a sudden urge to hide, to disappear. The world outside seemed filled with a dull, gray dread, and the thought of facing it was incredibly hard.

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