The constant noise thrummed against Eleanor’s skull. A relentless headache had plagued her for days. The sunlight was too bright, the smells too strong. The yard sale was a sensory overload, a whirlwind of unwanted stimulation. She wanted only to disappear.

Then, she saw it. A small, familiar bear with a missing paw and a stitched-up nose. Her bear, Barnaby. The memories flooded back: the feel of his soft fur, the scent of lavender that had lingered long after she had outgrown him. A sharp pang of something akin to grief pierced through the fog.

“Four dollars,” the vendor said, his voice curt. Eleanor didn’t respond, simply reaching for her purse. The cold plastic card felt alien in her hand. She paid, and clutched Barnaby to her chest.

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