The coffee tasted like ash. Liam stared out the cafe window, watching the morning commuters rush by, their faces a blur of indifference. He’d woken up this way, a dark cloud settling in his chest, a heaviness that seeped into his bones. The scholarship email had been the final straw.

He ran a hand through his hair, the gesture rough and impatient. The buzz of conversations around him grated on his nerves. He longed for the silence, for a space where the world's insistent hum wouldn't penetrate.

He felt the tremors in his hands, a physical manifestation of the turmoil within. He wanted to shout, to smash something, to scream out the injustice of it all, but instead, he simply sat, simmering in his unease.

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