The house felt like a tomb. Each object seemed heavy, laden with the ghost of memories. The air hung thick with a stale, forgotten scent. The sound of the telephone ringing jolted him, a sharp intrusion. He ignored it.

Minutes later, a knock echoed through the silence. This time, it was Mr. Peterson, the man from next door. He was holding a shovel, his face creased with a friendly smile. “Mind if I plant a few vegetables on the edge of your property? Just a small plot. Fresh tomatoes, you know?”

His chest felt tight, constricted. The thought of another person, of conversation, of… anything… was exhausting. He shook his head, a single, decisive movement. Mr. Peterson, after a moment’s hesitation, simply nodded and walked away. The silence closed back in, heavy and suffocating.

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