He’d always considered himself a good artist. He'd spent hours in the studio, perfecting his craft. Now, staring at the grade on his portfolio, a "C," he felt a hollow ache. Everything seemed to blur, to lose its vibrancy. He slowly closed the portfolio, the heavy leather cover feeling suddenly burdensome. He ran a hand through his hair, his fingers tangling in the strands. He felt a deep weariness creep into his bones, a feeling like all the air had been sucked out of him. He didn’t want to go to the art studio again. Not now.

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
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199