The familiar scent of lavender from the garden choked Liam, reminding him of his grandmother's favourite perfume. He stood on the porch, staring at the overgrown rose bushes. He felt a deep aversion to the mess around him. The weeds were winning the fight for dominance in the front yard.

His sister, Chloe, called him, her voice bright and full of optimism, from inside. He took a few shuffling steps to join her, but his feet felt stuck in cement. He would have preferred to be anywhere else.

He imagined the work ahead: the painting, the cleaning, the endless decisions. The thought of it all brought a sense of dread.

He eventually walked inside, but he felt like he was wading through a thick, viscous substance, each movement an effort.

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