The elevator ride felt like an eternity. Each floor felt heavier than the last, sinking him further and further into his current state. Her name was on the office door: “Dr. Jessica Miller, PhD.” His bully from middle school. He felt a deep, twisting ache in his core.

He crossed his arms, his body stiff. He sat across from Jessica, the air thick with unspoken history. Her office, while well-appointed, felt like a prison cell. He avoided her eyes, tracing the edges of his fingernails. Her questions felt like jabs, each one hitting a nerve. The silence between her questions became unbearable. He felt as though he were standing in a spotlight. He wanted to shout. He wanted to run.

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