"Just like that," I mumbled, gesturing towards the spreadsheet. My voice felt rough, like sandpaper. The new guy, Kevin, scribbled furiously in his notebook, a stark contrast to my own sluggish movements. The coffee I'd chugged earlier did nothing.

The air conditioning blasted icy air. It did nothing to cool the simmering frustration bubbling beneath my skin. I wanted to be anywhere but here, trapped in this purgatory of repetition.

I closed my eyes briefly, picturing the beach. The sand, the waves, the sheer freedom of it. Then, I forced myself to open them, to face the reality of the training session and the inevitable end. Each passing click of the mouse felt like a hammer blow.

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