The weight of the world pressed down on Olivia as she scrolled through the university's website, re-reading the announcement. A tightness formed in her chest, a knot she couldn't undo. She’d spent her life with a sense of forward momentum. Now, she felt like she'd hit a brick wall.

She had envisioned a future, the one she'd worked so hard to build. And now, she could not. She leaned back in her chair, the leather creaking under her weight. The thought of starting over felt like an impossible climb, a mountain she didn't have the strength to scale.

She clicked on a news article, trying to find some information, any answers, but felt unable to focus. The words blurred before her eyes, and she felt the slow, steady drip of discouragement. She closed the laptop, the sudden silence amplifying the feeling of her own inertia.

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