He stared out the window, the late afternoon sun failing to warm the room. The air was heavy, thick with the scent of stale coffee and unwashed clothes. It was the dog again. Rex, the golden retriever, was halfway through demolishing the bird feeder, his tail wagging furiously. A low groan escaped from his lips.

He pushed himself away from the window, the springs of the armchair protesting. Every morning, it was the same routine: wake up, feed the cat, and then deal with the canine invasion. His breath caught in his throat. He just wanted to be left alone.

He trudged outside, hands shoved deep into his pockets. He opened his mouth to say something, but all that came out was a strangled sigh. Rex tilted his head, the picture of innocent exuberance. He couldn't even bring himself to feel annoyed at the dog. He just wanted it all to stop.

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