He had woken up to the taste of dust in his mouth and the memory of a dream he couldn't grasp. The drone of a passing car, the distant bark of a dog – everything felt overlaid with a layer of cotton. He just wanted to disappear.

Then the knocking. It was a relentless pounding, a demand. He opened the door to find Mrs. Ramirez, her face a thundercloud. "The dogs," she said, her voice rising. "They've been barking for hours. It's been unbearable."

He looked at the floor, unable to meet her gaze. He thought about the small, inconsequential task of quieting the dogs. The thought was paralyzing. He closed the door.

Emotion: depressed

Cluster: Sadness / Despair
PC1 (Valence): -2.06 Negative
PC2 (Disposition): -1.08

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.417
每天0.353
无法0.330
own0.311
😔0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307