Rain lashed against the airport windows, mirroring the storm brewing inside Amelia. She hunched deeper into the uncomfortable plastic chair, her shoulders practically touching her ears. The news blared a cheerful tune about the weather, completely oblivious to the fact that her meticulously planned presentation was happening right now, across the country. Her stomach churned with a sickening blend of anxiety and frustration.

β€œAnother delay,” she muttered, the words catching in her throat. Each announcement chipped away at her resolve. She rubbed her temples, attempting to alleviate the pressure building behind her eyes. Her fingers traced the worn edges of her briefcase, the sole tangible connection to the opportunity slipping away.

She opened the case, retrieved her notes, and then closed them, unable to concentrate. The presentation she had worked so hard to craft now felt like a cruel joke.

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
焑法0.270
πŸ’”0.265
πŸ˜”0.262
Suppressed:
de-0.490
la-0.329
B-0.300
l-0.292
/-0.224