The notification popped up during a rare moment of lucidity. “Megan Thompson wants to be your friend.” John pressed his knuckles into his eyes, a desperate attempt to ward off the encroaching shadows. The memories of Megan, her cutting remarks and public humiliations, flickered in his mind like a malfunctioning projector.

His apartment was a mess, clothes strewn across the floor, dishes piled in the sink. The air hung thick with a stale, stagnant quality, mirroring the state of his emotional landscape. He hadn't bothered to change the sheets in over a week.

He felt a profound sense of weariness, a bone-deep exhaustion that seemed to permeate every cell of his body. He wanted to obliterate the past, the memories, the invitation that had somehow found its way to his screen. He closed his eyes and wished it all away.

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