The doorbell chimed, a sound Amelia usually found cheerful. Now, it felt like an intrusion. She shuffled to the door in her oversized sweater, the sleeves dragging on the floor. A delivery man stood holding a bouquet of vibrant sunflowers, their faces turned upward, seemingly mocking her gloom. There was no card. Just the flowers, radiating a joy she couldn't fathom.

She took them inside, the scent a heavy, unwelcome sweetness in the stale air of her apartment. They sat on the kitchen table, a splash of yellow against the chipped countertop and unwashed dishes. Amelia poured herself a cup of cold coffee, staring at the blooms. Who would send flowers anonymously? Someone who pitied her?

The silence of the afternoon was deafening, the cheerful faces of the sunflowers accusing. She found herself pulling the petals off one by one, scattering them on the table like discarded thoughts.

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