The campus grounds, usually buzzing with life, now seemed sterile and alien to Ava. The vibrant colors of the fall leaves seemed muted, their beauty lost on her. The scholarship loss had stripped everything of its luster.

She avoided eye contact, shrinking from the friendly greetings she usually welcomed. She sought solitude, a refuge from the world. Every smile, every cheerful word, felt like a barb.

She kicked at a loose stone, sending it skittering across the pavement. She walked with a hunched posture, shoulders drawn inward, as if trying to disappear. The world, once full of promise, now felt empty and 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