The ramen tasted like cardboard in her mouth. She poked at it with her chopsticks, the steam doing little to warm her. The small, cluttered apartment felt more like a tomb than a home. Sunlight streamed in through the blinds, casting stripes across the dusty floor, but she couldn't bring herself to care. She should be overjoyed, she thought, the scholarship had allowed her to escape her parents' expectations, the suffocating atmosphere of home. Instead, a hollow ache resided in her chest, a constant reminder of the emptiness that had settled within her.

Her phone buzzed, a persistent vibration against the worn tabletop. It was another email from the university, a congratulatory note, a reminder of her "success." Each notification felt like a fresh sting, a cruel joke. The weight of the world, or at least her tiny, self-made world, pressed down on her.

She closed her eyes, imagining the relief that would wash over her if she could just disappear.

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