He moved through the cluttered apartment with a sluggishness that made even simple tasks seem monumental. Empty takeout containers and discarded books piled up around him like forgotten memories. He hadn’t shaved in days. The mirror reflected a stranger, a ghost of the man who used to hum while he chopped vegetables.

His "Midnight Chili," a recipe perfected over years of trial and error, was now the cornerstone of a celebrity chef's wildly successful restaurant. He found out when a friend texted him a link, the same vibrant picture he’d used on his long-forgotten food blog. He just stared at the screen, a hollow ache blossoming in his chest.

The taste of betrayal lingered on his tongue. He knew the chef. They'd even shared a beer at a local brewery a few years back. The realization clawed at him, a physical sensation he couldn’t shake.

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