The email notification popped up, the subject line reading, "Important Announcement." Her stomach twisted as she read the words. "It is with a heavy heart that we announce the closure of The Golden Spoon." She didn't bother finishing the email, she knew the gist.

She’d been avoiding the mail, letting bills pile up. Now, she felt a profound weariness, the same feeling that had made her neglect her personal hygiene for the past few days. The thought of showering felt impossibly difficult, the weight of the water a crushing burden.

She sat on the couch, the television flickering, but the images didn't register. The remote felt heavy in her hand. The world outside, the bustling city, seemed distant, an irrelevant hum she could no longer engage with. She was detached, an observer of her own paralysis.

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