The weight on David’s shoulders was a physical thing, a constant burden. It made it difficult to breathe, to find joy in anything. The days were long, the nights even longer. He found himself avoiding interactions, even with his friends.

He was surprised to see Mrs. Gable's new car. It was a sports car, a bright red, that screamed wealth. David watched, dumbfounded, as she glided out of the car, her smile wide, a stark contrast to his. She had always seemed so… ordinary. He’d never known her to have any visible source of income besides her garden.

The thought of his own, battered, ten-year-old vehicle felt oppressive. He retreated to his apartment, feeling the familiar, unwelcome pressure in his chest.

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