Maya felt a familiar pressure in her chest as she scrolled through Instagram, another Tuesday evening dissolving into digital oblivion. Her feed, filled with filtered smiles and seemingly effortless lives, mocked her own inertia. She’d applied to the same two colleges last year, the same two again this year. Rejection letters, carefully crafted in polite, impersonal prose, piled up like fallen leaves. Then, a notification: "Mr. Harrison started following you." Her English teacher. Panic flared, a heat that prickled her skin.

She immediately opened his profile. Public, of course. Photos of him hiking, reading, posing with his dog, a life she perceived as defined. He had a few likes on her posts – her poorly-lit photography attempts, her rants about the absurdities of standardized tests. Did he see her failures, too? The constant, nagging feeling in her gut tightened, a knot she couldn't untangle.

Emotion: stuck

Cluster: Sadness / Despair
PC1 (Valence): -2.17 Negative
PC2 (Disposition): -0.72

Role in Research

This story is one of 1,000 stories generated for the emotion stuck. 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 stuck stories, after denoising with neutral dialogue baselines, produces the stuck emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the stuck vector is projected through the unembedding matrix.

Promoted:
S0.487
缺乏0.401
L0.361
每天0.348
stagn0.348
Suppressed:
l-0.472
la-0.346
随后-0.322
undamaged-0.268
C-0.263