The cafeteria buzzed with lunchtime chatter, but Thomas felt utterly alone. He sat at a deserted table, pushing his food around his plate. The vibrant colors of the food seemed dull and unappetizing. Every bite felt like a chore.

The laughter of his former teammates echoed across the room, each burst of joy a sharp, painful reminder of what he had lost. He watched them from the periphery, a silent observer in a world he was no longer a part of. The familiar atmosphere felt alien and hostile.

He couldn't bring himself to speak, to join the conversation.

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