The music was a mistake. A desperate attempt at joy, a blaring siren call into the void. Now, it was a problem. The phone rang, a shrill, unwelcome blast in the quiet. It was the building manager, his voice filled with an implied rebuke.

"Sir, we've received a complaint," he said, the words carefully chosen. "About the music levels." There was a pause. "Could you please keep the noise down?"

She stared at the phone, its cold plastic a foreign object. The room seemed to shrink, the walls closing in. The vibrant colors of the posters on her walls suddenly appeared gaudy, offensive. She had to take the music off.

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