The apartment was a mess, mirroring the chaos inside. He stared out the window, the rain blurring the city lights. He reached for a book, any book, from the pile beside his bed. He grabbed "Hamlet."

A piece of paper slipped out. It was a crude drawing, a stick figure holding a heart. Below it, a single line: *I love you.*

He stared at the drawing, a sudden, sharp pain ripping through him. It was a relic from a past he couldn't revisit. He felt the sting of tears prick his eyes, and a shudder wracked his frame. He felt like he was falling.

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