The chipped mug in Daniel’s hand trembled slightly as he sipped his tea. The information about Liam’s career had left him feeling… off. The pleasant rhythm of his morning routine, the comfort of the warm liquid, felt disrupted. The realization that Liam's tales were just that, stories, had shaken his perspective.

He stared out the window, the sun a blinding glare on the gray sky. Each moment dragged. He found himself avoiding his friend's calls. The silence between them felt a million times louder than before.

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