The weight of the world settled heavily on Daniel's shoulders. The dim glow of his laptop screen barely illuminated his cluttered desk. He'd been lost in a sea of coding, trying to forget. A notification flashed: *Ms. Davis started following you.* His math teacher. He grimaced.

During their next session, he found himself avoiding eye contact, focusing instead on the geometric shapes drawn on the whiteboard. Ms. Davis called on him twice, her voice sounding oddly cheerful. Each time, Daniel barely grunted in response. After class, he saw her standing near the door, watching him. He sped up his pace, leaving the building without a glance back, the air feeling suddenly thick and stifling.

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