“Morning!” a voice boomed. Sarah flinched, pulling the curtains closed. Mr. Henderson, beaming, was standing on her lawn, gesturing proudly at the newly completed fence. She didn't want to see it, to acknowledge it.

She didn’t feel like getting up. The thought of small talk, of pretending to be okay, was too exhausting. She felt like a puppet whose strings had been cut. Empty, lifeless.

She heard the sound of her own breathing, shallow and uneven. A dull ache throbbed behind her eyes. The fence, now a solid boundary, seemed to reflect her internal state.

He called out something else, a question, probably. She didn't answer. She couldn't.

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