The stale air of the library did nothing to quell the suffocating feeling. Liam hunched over his textbook, the words blurring before his eyes. It was the handwriting, the familiar, looping script, that had confirmed his worst fears. A page ripped from his journal, now lying discarded on his desk. His heart hammered a heavy, relentless rhythm against his ribs. He couldn’t look at Maya, his roommate, across the room. The way she was happily chatting with a friend felt like a personal insult, a deliberate act of cruelty. He imagined all the things she now knew, all the vulnerabilities laid bare. He felt exposed, vulnerable, and deeply, achingly alone.

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