It had been a brutal day, and the news had been the final, crushing blow. John slumped down in his chair, the office around him closing in. He stared at the email, unable to process the words. Every detail of his life had been building up to this moment and now his dreams were on the verge of fading to nothing.

He ran a hand through his hair, the familiar gesture of helplessness. He needed to be strong, to be resilient, but all he felt was a vast, gaping emptiness. He looked out the window, at the setting sun, which felt like a mocking reminder of the promises of tomorrow.

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