The air in the hospital room was thick with the scent of antiseptic and despair. He sat beside the bed, his hand resting on his mother's, the touch cold and lifeless. The news, the weight of it, pressed down on him, suffocating him. He felt utterly alone, adrift in a sea of grief. His phone buzzed, a jarring intrusion. A picture of a cake with the caption *Happy Birthday to the best son in the world!*. Meant for his sister. Sent to his father. He swallowed hard.

Emotion: miserable

Cluster: Sadness / Despair
PC1 (Valence): -2.19 Negative
PC2 (Disposition): -0.87

Role in Research

This story is one of 1,000 stories generated for the emotion miserable. 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 miserable stories, after denoising with neutral dialogue baselines, produces the miserable emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the miserable vector is projected through the unembedding matrix.

Promoted:
😞0.369
无法0.321
無法0.270
💔0.265
😔0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224