He stared at the blank screen, the cursor blinking mockingly. He couldn’t bring himself to start writing. The phone call had stolen his energy.

“Your son, Thomas, is going to be in Mr. Baker’s class.” The teacher had made his own school days a living hell. The man's constant sarcasm, his endless criticism had left him feeling isolated. The name was all it took to put him in a sour mood.

He pushed away from his desk. He walked to the window, staring out at the falling rain. He felt a deep, profound sense of unease. He couldn't shake the feeling of being trapped, forced to confront a past he’d tried so hard to leave behind.

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