The clanging of the gate woke Arthur from a shallow doze. Another escape. He dragged himself out of the armchair, the worn floral fabric clinging to his sweatpants. He didn't even bother with shoes anymore. Just a shuffle across the cracked patio tiles.

He found Buster, the golden retriever, happily sniffing at his prize-winning petunias. Arthur sighed, a breath that felt heavy in his chest. “Not again, boy,” he mumbled, his voice raspy. He reached for Buster’s collar, the dog wiggling with delight.

The vibrant colours of the flowers mocked him. He hadn’t felt the urge to tend to his garden in weeks. Everything felt like too much effort. He longed to go back inside, back to the silent, dim room.

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