The house echoed with the emptiness of absence. Sunlight streamed in through the windows, illuminating dust motes dancing in the air, a constant reminder of how long she'd been neglecting everything. She was emptying the linen closet when she uncovered a small, decorated box with a red bow and her mother's handwriting. Inside, nestled on tissue paper, was the bucket list.

“See a Broadway show,” read the first entry. “Learn to paint.” “Go on a hot air balloon ride.” A heavy weight settled in her chest. Her mother had always been the energetic one, the life of every party.

I felt like an automaton. Every movement felt like wading through molasses. The list seemed to mock her, a reminder of all the things she wasn't doing, all the joy she wasn't experiencing.

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