“Oh, for heaven’s sake,” she muttered, peering through the peephole. A small vase of freesias, their delicate scent already filling the hallway. No card. Just the flowers. Sarah considered leaving them on the landing, pretending they weren't for her.

She'd been avoiding everyone. The phone calls, the emails, the world in general. The world felt too bright, too loud, too demanding. The flowers, though pretty, felt like an interrogation.

She brought them inside, placing them on the mantlepiece. The yellows and creams seemed to mock her. She wished she could just 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