"Bloody hell," Leo muttered, dropping the review onto the stainless steel counter. His hands were shaking slightly. He’d spent years perfecting his signature dish, the one the critic had savaged. "Bland…lacking creativity…" The words felt like tiny needles pricking his skin.

He picked at a stray piece of parsley, his appetite vanished. He’d skipped lunch, too caught up in the evening’s preparations. Now, all he craved was to disappear, to vanish into thin air. He ran a hand through his hair, the familiar gesture doing little to soothe his mounting agitation.

Leo threw the parsley away, the gesture abrupt. He turned away from the review, trying to distract himself by scrubbing a pot, the metallic clang a futile attempt to drown out the internal roar. He knew he should start prepping for tomorrow, but the energy had drained from him, leaving him feeling utterly depleted.

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