The coffee shop buzzed with a Saturday morning energy, but Amelia was insulated, the noise fading to a dull hum. She traced patterns on her lukewarm latte, the ceramic cold against her fingertips. "Amelia's Antics: A Journey Through Awkward Years" – the title mocked her from the phone propped beside her cup.

She’d spent years trying to forget those years, those cringeworthy confessions. Now, they were resurrected, immortalized in pixels and code. She felt like an exhibit at a public freak show.

A couple at the next table laughed, a sound that felt aimed directly at her. She hunched her shoulders, pulling her scarf tighter. The warmth of the cafe felt oppressive, suffocating. She needed air, to flee and disappear.

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