The vibrant colors of the restaurant where Clara worked seemed to irritate her. She felt like a dark cloud hovering over all the other people. Her friend, Jessica, was so thrilled to get the job.

The other staff bustled around, laughing and joking. Clara struggled to keep up, her movements slow, her smile forced. She felt a disconnect, as if she were observing the scene from a distance.

She retreated to the back, seeking a moment of solitude. The air in the storage room was stale and cold. She leaned against the wall, the silence offering a small measure of respite. She wanted to scream.

She couldn't shake the feeling of uselessness, a conviction that she was failing at everything.

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