The afternoon dragged on, each minute an eternity. Maria found herself staring at the clock, the seconds ticking by with agonizing slowness. She felt a deep lethargy settling over her.

She had poured her heart and soul into her work. Now, it felt like it had all been for naught. The emails, the meetings, the deadlines – they all seemed pointless.

She avoided eye contact with Sarah, the sight of her radiating happiness a constant reminder of her own perceived failure. She felt a deep ache in her chest.

She went home and sat in the dark. The silence of her apartment amplified the emptiness she felt. She couldn’t bring herself to switch on the lights.

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