The classroom felt stifling. Sweat beaded on Mrs. Davies' forehead, despite the air conditioning humming uselessly. The students’ endless chatter grated on her nerves, each syllable a pinprick. The school principal had told her she was underperforming, that her methods were stale. She felt like a forgotten, wilting flower.

A small, intricately decorated box arrived in the mail. Inside, a collection of handmade origami cranes. A card read, “Thank you for believing in me, even when I didn’t believe in myself. Always, Ethan.” She touched one of the delicate paper birds, a faint smile touching her lips.

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