He walked onto the court, the weight of the netball in his hand feeling unfamiliar. After years of being a goal shooter, Sarah was now being asked to play defense. The change hung over her like a heavy fog, and she struggled to find the joy she once held for the sport.

The shouts of her teammates, the bounce of the ball, the cheering crowds - they all seemed to echo in a distorted fashion. The familiar thrill of the game was replaced by a hollow ache, a feeling of disconnection from the sport she once loved. Her muscles felt stiff, and her passes lacked their usual precision.

She watched her teammates, their movements fluid and graceful, and she felt a wave of sadness. She felt as though she had been replaced, and the knowledge weighed heavily on her. Every missed shot, every dropped ball, seemed to amplify the sense of loss and isolation, her heart a heavy, leaden weight in her chest.

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