He stared at his reflection in the bathroom mirror. The boy staring back was a stranger, with eyes that lacked their usual spark. Daniel scrubbed at his face, as if trying to wash away the cloud of suspicion that hung over him. He felt hollow, as though his insides had been scooped out and replaced with something cold and hard. He couldn't eat, couldn't concentrate, couldn't find any joy in anything. He'd always prided himself on his integrity, and the accusation felt like a deep cut.

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