He stood outside the student union, hands jammed deep in his pockets, the chill wind biting at his exposed skin. Liam watched as a knot of students milled about, their faces etched with disbelief and anger, and he felt a coldness creep into his bones. His own reaction was different, a simmering resentment that churned in his gut.

The announcement had been a punch to the stomach, yet he found himself incapable of outward display. It wasn't fair. After pouring his heart and savings into this place, it was just...gone.

Liam kicked at a loose paving stone, sending it skittering across the cracked concrete. He wanted to scream, to smash something, but instead, he just kept his gaze fixed on the ground, a silent, internal tempest raging within him.

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