The old locket, engraved with her name, was being given away. He didn't understand. The feeling of being hollow was strong. The weight of his grief, a constant burden.

He spent the afternoon staring at the river, the water's surface a mirror to his bleak mood. The world had gone gray. He skipped lunch, appetite had abandoned him.

His sister, Mary, reasoned, "It’s just an old trinket, David. It doesn't mean anything." He wanted to scream. He wanted to tell her about the stories etched into its surface, the memories it held.

He kicked a small stone, watching it skim across the water. The ripples slowly faded, much like the emotions he tried to grasp.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307