The fluorescent lights of the accounting department seemed to hum a mocking tune. Amelia slammed her stapler onto the desk, the metal clack echoing the agitation churning inside her. It had only been a week since the transfer to marketing. A week. And already, the forced smiles, the endless meetings about “synergy,” the bright, airy office space felt like a gilded cage.

She rubbed her temples, trying to massage away the tension that had settled there like a permanent knot. The smell of freshly brewed coffee, usually a comfort, now felt cloying, a sugary sweetness that coated her tongue in a film of resentment. “So, are we ready to brainstorm?” Brenda asked with unsettling cheer. Amelia just stared out the window. The cityscape was a blur of grey.

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