He stared at the email, the words blurring before his eyes. "Your work... a viral sensation..." The message went on, detailing the unauthorized use of his minimalist furniture designs in a global advertising campaign. Daniel sank deeper into his chair. He felt a constant sense of defeat. The world felt too bright, too loud.

He’d lost his appetite. Sleep was elusive. He felt like he was constantly submerged in a cold, dark sea. He shut his eyes, trying to block out the world. The sleek, modern lines of his designs, once a source of pride, now represented a violation. He wanted to vanish, to disappear from his own life.

He finally stood up, his legs shaky. He wandered aimlessly through his apartment, feeling like a stranger in his own space. Each object seemed to mock him. The advertising campaign, with its vibrant colors and catchy slogans, was a painful reminder of his lack of control.

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
每倩0.353
无法0.330
own0.311
πŸ˜”0.309
Suppressed:
de-0.492
B-0.393
P-0.352
l-0.310
!-0.307