The new office was a fishbowl. Every movement, every sigh, felt exposed to scrutiny. Sarah, now a member of the social media team, found herself picking at the skin around her nails, a nervous habit she'd tried to break years ago. The sunlight streaming through the windows seemed mocking.

She remembered the peaceful solitude of her old desk in the research lab. She missed the quiet hum of machinery, the comforting rhythm of experiments. Now, she was supposed to generate “buzz.” The very word felt like an assault.

She felt a hollowness, an echoing emptiness where the excitement and purpose of her work had once been. Her stomach churned. She couldn't focus; the screen wavered.

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