The weight settled in Elias's chest the moment he read the email. He sank into his chair, the words blurring before his eyes. All the plans, the dreams, suddenly felt… fragile, ephemeral.

He tried to go to class, but the lecture hall felt distant, the professor’s words meaningless. He couldn't concentrate. He was losing something precious. He felt like he was suffocating.

He went to his room, turned off the lights, and lay on his bed. The world outside, the vibrant colors of autumn, seemed miles away. He pulled the covers over his head and waited, the darkness a temporary reprieve.

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