He held the tarnished silver locket, the one his grandmother had worn every single day. His sister wanted to sell it. The world felt muffled, as if he were underwater. His limbs felt heavy and his eyelids were difficult to lift.

"It's just a thing," she said with a shrug, seemingly oblivious to his torment. He stared out the window, unable to meet her gaze.

He went for a walk, the bustling streets a cacophony of noise. The sky was overcast, mirroring the storm inside him. Every sight and sound grated on his nerves. He found a bench and sat there, the locket clutched tight in his hand.

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