Maya sat in her room, the curtains drawn, a fortress against the world. The dim light did little to alleviate the tightness in her chest. She scrolled through her Instagram feed, each perfectly curated picture a reminder of her perceived inadequacies. Then, a new follower: Ms. Chen, her history teacher. A bead of sweat trickled down her temple.

Her stomach churned the next morning. In class, she found herself staring at the back of Ms. Chen's head, the precise way her hair was pulled back a subject of intense scrutiny. Later, while walking to lunch, Ms. Chen casually said, "That photo of the protest was very insightful, Maya. Good on you for documenting that." Maya stiffened. The compliment felt like a judgment, a violation. She choked out a "Thanks" and fled, her cheeks burning.

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