Ms. Rodriguez stared out the window at the bleak landscape, the grey sky mirroring her mood. The students' apathy, the endless bureaucracy, the crushing workload, it was all too much. She felt a profound sense of disillusionment, the spark that had once ignited her teaching extinguished. Everything felt heavy.

A large basket of fresh fruits and vegetables arrived, a welcome splash of color. A card, signed by several former students, read, "Thank you for nourishing our minds and spirits." She picked up a ripe tomato, the scent alone was invigorating.

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