The roses arrived in a simple brown box, smelling faintly of soil and something else… sadness? He wasn't sure. John, hunched over his morning toast, felt the familiar weight in his chest, making each breath a chore. His apartment, once a sanctuary, now echoed with the hollowness of his own existence.

He opened the box. Crimson roses, perfectly formed, a splash of color against the drab gray of his day. No note. Just the flowers. He’d barely spoken to anyone in days, weeks even.

He picked one up, burying his face in its velvety petals, the scent doing little to alleviate the feeling of being encased, suffocated by an invisible cloak. The thorns pricked his finger, a tiny, insignificant pain, and he almost welcomed it.

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