The email shimmered on her phone screen, the subject line a cruel joke: "Congratulations, Class of '24! And Introducing: Essay Examples!" A coldness spread through Maya's chest. She tapped the link, her fingers clumsy, the familiar blue and white of the university website a mockery. There it was: *her* essay. The one she’d poured her soul into, the one that had been the key to her acceptance. Now, it was fodder for future applicants. She felt a flush rise, burning her cheeks.

She slammed the phone down onto the kitchen counter, the ceramic clack echoing in the sudden silence. Sunlight streamed through the window, illuminating the dust motes dancing in the air, but the room felt suddenly dim and oppressive. Her breakfast, a half-eaten bowl of cereal, sat untouched.

“Unbelievable,” she muttered, the words barely audible. She reached for the remote, switching on the television, but the vibrant colours and loud chatter only grated on her nerves. She turned it off again immediately. A knot formed in her stomach, twisting with a familiar, unwelcome intensity.

Emotion: upset

Cluster: Fear / Anxiety
PC1 (Valence): -2.30 Negative
PC2 (Disposition): -0.42

Role in Research

This story is one of 1,000 stories generated for the emotion upset. 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 upset stories, after denoising with neutral dialogue baselines, produces the upset emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the upset vector is projected through the unembedding matrix.

Promoted:
S0.395
😞0.303
无法0.246
ness0.238
unable0.238
Suppressed:
de-0.533
la-0.457
l-0.223
😎-0.215
🤩-0.210