The email sat in the inbox, mocking him. Chef Kenji read the words again, each sentence a stab. "Uninspired," "predictable," and the worst of all: "lacking passion." He closed his laptop and leaned back in his chair, the office felt like a cage. The vibrant atmosphere of 'Sakura', his Japanese-fusion restaurant, seemed a distant memory. The city lights outside his window blurred through unshed tears.

He hadn't been to the restaurant since the review came out. He found he could not even bear to see the staff. Every movement felt like wading through thick mud. He wanted to scream, to break something, to just be left alone with his thoughts. He stared at his hands, which were now idle. All he could feel was emptiness.

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