He walked through the park, the crisp autumn air doing little to soothe his inner turmoil. Ben kicked at a pile of fallen leaves, sending them scattering. He felt a profound sense of disconnection, as if he were observing his own life from a distance. The accusations had cast a dark shadow over his future, making him question everything he thought he knew about himself. He kept replaying the events, searching for something, anything, he could have done differently. He felt a cold, empty echo in his chest.

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