The vibrant colors of the art gallery felt like a cruel joke. He’d loved art, found solace in the creativity. Now, the paintings seemed to mock him, their stories and characters a reminder of his own fragmented narrative. The test results had shattered his sense of self.

He wandered through the exhibits, his gaze unfocused. He couldn’t concentrate. The world swam before his eyes. He felt a profound sense of loss, a grief that had no clear object, an ache deep in his bones.

He exited the gallery, the bright sunlight stinging his eyes. He felt a desperate need to escape, to disappear, to be anywhere but where he was. He found himself wandering in the direction of the airport, no destination in mind.

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