The fence was almost finished. From the kitchen window, he watched the final panel being nailed in place. The neatly constructed wood felt like a symbol of everything he wasn't, everything he couldn't be.

He hadn’t eaten anything all day. The fridge was full of food, but the idea of preparing anything was overwhelming. The kitchen, once a place of comfort, now felt like a stark, sterile environment.

The scent of freshly cut wood drifted in the open window, a strangely pleasant aroma that couldn't penetrate the heavy fog that surrounded him.

Mr. Peterson, the carpenter, called out a cheerful goodbye to Mr. Henderson, and the sounds of hammering finally ceased. An uncanny quiet fell over the neighborhood. He was left alone with his thoughts and the looming emptiness of his day.

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