He watched the dust motes dance in the sliver of sunlight that pierced through the gap in the curtains. Days blended together, a seamless monotony of grey. Even the vibrant colors of the world seemed muted.

A ringing of the doorbell. It was Mrs. Petrov, her face as bright and cheerful as the flowers she always planted. She stood there, a smile plastered on her face, and he just wanted her to go away.

"Good afternoon, Mr. Johnson! I wanted to have a quick chat about the cherry tree. The blossoms are beautiful, of course, but the fruit makes a mess, and…"

He wanted to scream. Instead, he just stared at his feet, at the worn, faded pattern of the rug.

"It's on your side, so I thought I'd ask…" Mrs. Petrov continued.

He nodded, unable to speak. The tree. The fruit. The mess. It was all noise. He felt a wave of overwhelming indifference. He finally managed to croak out, "Do what you need to do."

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