The airport felt oppressively bright to Sarah. Every cheerful smile and excited chatter grated on her nerves. She wanted to scream, to lash out at someone, anyone. The sterile environment seemed to mock her with its forced optimism. She'd been looking forward to this trip, to the chance to propose to her girlfriend, Maya. Now, Maya's birthday, the date she had chosen, was slipping away.

She chewed on her thumbnail, a nervous habit she hadn't indulged in years. Every ping of her phone, a notification or a text, felt like a fresh wound. She kept replaying the scene in her head: Maya, probably wondering where she was, beginning to get worried.

"Next flight will be departing at... " the robotic voice droned over the loudspeaker. Sarah felt her hope deflate like a punctured tire.

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