He had skipped class. Again. James found himself standing on the bridge, the rushing water below a perfect reflection of his churning emotions. The scholarship news had fractured his focus, shattering his world.

He felt the familiar ache in his chest, a deep and persistent sadness. He closed his eyes, the roar of the water a constant reminder of the chaos within. The future he had envisioned now seemed a distant dream.

He gripped the railing, knuckles white. The wind whipped at his hair, tugging him towards the edge. He took a deep breath, fighting the tide of despair threatening to pull him under.

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