The hammering started before the sun even crested the horizon. Sarah groaned, pulling the covers over her head, though the rhythmic thudding still vibrated through the mattress. She hadn't left her bedroom in two days, the world feeling too heavy to bear. Now, this. Her neighbor, Mr. Henderson, was finally putting up that fence he'd been talking about.

She knew she should probably get up, at least open a window. The air in her room was thick and stale, but the thought of facing the day, the noise, the *effort* of it all, was paralyzing.

Suddenly, she heard a dog barking, then a voice – Mr. Henderson’s, cheerfully calling out to someone. A sharp pang of envy shot through her. To be that... up. To be that... *functioning*.

The hammering continued, a relentless, mocking soundtrack to her inertia. The fence, she knew, would be beautiful. Perfectly straight lines, a new sense of order. She just couldn't bring herself to care.

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