Daniel stared at the dust motes dancing in the sunbeams that pierced his darkened apartment. He hadn't left his apartment in days. The silence amplified the relentless thrum of despair that echoed within him. A courier arrived, dropping off a package. A book. His biography.

His hand shook as he unwrapped it. The cover, depicting an idealized version of himself, felt alien to his touch. He began to read. The prose painted a picture of a man he vaguely remembered, someone full of vigor and ambition. A stranger stared back at him from the pages.

He felt a deep sense of disconnect, a profound sense of alienation from his own life. Each paragraph felt like a fresh wound. He closed the book, the weight of its narrative settling heavily on his shoulders. He remained motionless on the couch, the book a constant reminder of the life he was now certain he would never live.

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