The chipped mug warmed Amelia's hands, but the heat did nothing to thaw the iciness spreading through her chest. The email lay open on her laptop screen, the stark black text a judgment. Northwood University, closed due to financial constraints. Her senior year. Her dreams of graduating, of walking across that stage, dissolving like sugar in hot tea.

Her apartment felt smaller, the walls closing in. She slumped onto the threadbare couch, the floral pattern mocking her. She stared at the diploma she had taped to the wall, a reminder of a future that now seemed uncertain.

Her phone vibrated in her pocket. A text from her best friend, Sarah, a single word: “Devastated?” Amelia considered responding, but the effort felt insurmountable. Instead, she pushed the phone away. The world outside, the vibrant campus she loved so much, felt like a cruel taunt.

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