The sun was a harsh, unforgiving glare. He’d spent the whole morning staring out the window, watching the leaves fall. Each one a poignant reminder of something lost.

Then, a knock. This time, it was from the young couple next door, their faces tight with suppressed anger. "The parties," the woman said, her voice strained. "The noise is excessive. It's disruptive."

He mumbled an apology, the words feeling alien on his tongue. He watched them walk back to their apartment, their figures growing smaller as they disappeared. He returned inside, the silence amplifying the echoing hollowness within him.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307