The weight of the unsaid hung heavy in the air. I looked out at the ocean, the waves crashing in a rhythmic, relentless pattern. A perfect metaphor, I thought, for the anger that pulsed through me. I’d seen the truth with my own eyes. Sarah, my 'neurosurgeon' friend, was a scrub tech. The facade of the medical conferences, the late nights at the hospital... all lies. The salty air did nothing to ease the tightness in my chest. Each inhale felt shallow, each exhale a sigh of weary disbelief.

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