He walked aimlessly, the city lights blurring into an indistinct haze. His invention, a self-stirring coffee mug, was a clever idea, he thought. Now, it was just…another thing he couldn’t have. He stopped under a streetlight.

He’d imagined a future filled with accolades, not this…this hollow ache. He felt disconnected from everything, from the vibrant pulse of the city, from the very air he breathed. The rejection, the crushing reality, had taken its toll. He didn’t want to go home. He didn’t want to be anywhere.

He wanted to scream, to lash out, to obliterate the source of his pain. But all that remained was an overwhelming sense of lethargy, a profound apathy that sapped him of all will. He wandered on, a ghost in a sea of faces.

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