The sunlight felt harsh on his eyes as he pulled the time capsule from the earth. He squinted at the contents, a jumble of things he couldn't place: a baseball card, a lock of hair, a cassette tape. He didn't recognize the handwriting on the accompanying note, but the words – *“Remember the good times”* – felt like a cruel joke. He sat on the damp grass, the weight of the unknown pressing down on him. The world felt too loud, too bright. He just wanted to disappear.

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