Rain lashed against the library window, mirroring the tempest inside Amelia. She stared at the "C" plastered across her history paper, a stark betrayal of the hours she’d spent poring over dusty tomes and filling flashcards. Her jaw tightened; the room seemed to shrink, the air thick with an unspoken pressure. She ripped the paper from the desk, crumpling it into a tight ball, the sound a tiny explosion in the otherwise silent room. She wanted to scream. Instead, she rose, her movements stiff, and stalked out, the rain seeming to seep into her very bones.

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