The salt air stung his face as Daniel walked along the pier. He held the crumpled piece of paper his mother had penned, the wind threatening to snatch it from his grasp. "Build a boat." He laughed, a short, sharp sound that was quickly swallowed by the crashing waves. He hated boats, he hated the ocean. He let out a sigh, his shoulders slumped. The vastness of the sea seemed to mock his own internal confines.

He felt the list crumple in his hand. He balled his fist, pressing the paper to his palm.

Emotion: brooding

Cluster: Sadness / Despair
PC1 (Valence): -2.46 Negative
PC2 (Disposition): -0.60

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.749
😞0.329
그의0.299
un0.273
但他0.270
Suppressed:
de-0.917
la-0.603
a-0.369
l-0.335
her-0.330