The rhythmic thump of the basketball against the pavement usually soothed him. But today, the sound was an irritating metronome, counting out the seconds since the coach's announcement. He dribbled the ball, his movements jerky and uncoordinated. His shots clanged against the rim, each miss amplifying the internal turmoil. A wave of frustration washed over him, making him want to throw the ball away, to abandon the court and the sport altogether. He kicked at a pebble, sending it skittering across the cracked concrete.

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