The world seemed to exist in muted tones lately, a gray wash over everything. Sarah stared at the message: “Ms. Rodriguez is now following you.” Ms. Rodriguez, the art teacher, her vibrant, creative spark extinguished. Now, this… this intrusion.

She hadn't created anything in months. The canvases in her closet remained blank, gathering dust like forgotten dreams. Her hands, usually eager to create, now felt heavy, useless. Her social media was a stagnant pool of inactivity.

A hot flush crept up her neck. She pictured Ms. Rodriguez seeing the barren landscape of her online presence, a reflection of the emptiness that consumed her. It was too much. She wanted to scream, to lash out, but instead, she just closed her eyes and wished she could simply sleep.

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