The crunch of the fallen branches underfoot made a noise similar to when you step on autumn leaves, but this was a different kind of sound. I forced myself out of the house. I hadn’t left in days, the walls of my apartment feeling like a cage. The tree, a massive presence in Mrs. Gable’s yard, had finally surrendered to the wind.

I walked toward the scene. The scene felt familiar. A slow, lethargic walk. People were already gathering. I wanted to turn around, go back, retreat to the suffocating comfort of my sofa. But something, a flicker of obligation, propelled me forward.

“My, what a mess!” someone said. I mumbled a reply, the words sticking in my throat. My throat felt like there was a lump trapped there. My shoes felt heavy.

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