The abrupt stop jolted Susan, but it didn't surprise her. The world had felt like it had been malfunctioning for months. Each day was a chore, the routine a prison. The elevator was another of these prisons.

She glanced at her coworker, John, who was already staring at the ground. She knew that he, too, was carrying some sort of sadness.

The thought of being trapped here, with the weight of her emotions, made her feel as though she was sinking. She closed her eyes, wishing for an escape from the relentless cycle of disappointment. She just wanted to feel alive again, but the elevator was a tomb.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.339
😞0.317
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199