John slumped further into his already-low office chair. His back ached, a constant throb that mirrored the hollowness in his chest. He hadn’t slept well in days. The news he'd overheard about the buyout negotiations had settled like a stone in his gut.

He absentmindedly tapped his pen against the desk, a rapid, erratic rhythm. The constant clicking was making the silence in his cubicle even more palpable. He hated this place. He hated the open floor plan, the forced collaboration, the empty smiles.

His gaze drifted to the framed photo of his daughter, perched precariously on his desk. He thought about the upcoming tuition payments, the mortgage, all the things that seemed to be slipping further and further away. A wave of nausea washed over him.

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