The air in the restaurant felt thick, suffocating. The menu felt as heavy as stone. Liam sat, staring at his paintings which were featured as the backdrop. He had been creating these for therapy. The idea of people eating and laughing under them felt grotesque.

The music was upbeat, the conversations were loud. He felt like he was underwater. He wanted to escape, but his legs felt leaden. He couldn't eat. He couldn’t even hold a fork.

He watched the other patrons, their faces flushed with pleasure, oblivious to the art on the walls. He felt an overwhelming sense of alienation. He paid his bill, stood up, and left. He walked out into the night and the city lights felt too harsh, too bright.

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