The photograph on the university website was a lie. The smiling faces, the pristine campus, the promise of a bright future – it was all a carefully constructed façade. And then there was his essay, "The Weight of Silence," now showcased for the world. He felt like he had been exposed.

He sat on the damp, cold steps of the building. The air felt heavy, suffocating. He watched the students, their faces bright, their laughter echoing through the quad. He wanted to tell them, wanted to warn them. He felt a deep-seated cynicism growing within him.

He took a long, slow breath, the air filling his lungs with a metallic taste. He felt the urge to spit. He didn't. He got up and walked away.

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