The overhead lights seemed to beat down on him, amplifying the internal pressure. He wanted to scream. He wanted to run. Instead, he had to sit here, playing the welcoming mentor.

"Right," he said, trying to sound enthusiastic. "Let's go through the protocols." He gestured toward the screen. Inside, a storm raged. The very air felt thick, heavy, as though the oxygen had been replaced with something noxious.

He found himself speaking in short, clipped phrases. He couldn't make eye contact. He felt the familiar weight of disappointment. He watched the new person. He felt so cold.

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