The email arrived mid-afternoon, nestled amongst the usual junk and notifications. Professor Armitage was departing. Leaving the university. Amelia reread the sentence three times, each pass a fresh wave of disbelief washing over her. Her thesis, the culmination of years of work, suddenly felt precarious. She dropped her head onto her desk, the cold wood a jarring contrast to the heat blooming in her chest. The air in her small office seemed thick, difficult to breathe.

She pushed herself up, needing to *do* something. The grant application deadline was looming, but the words swam before her eyes. Instead, she wandered the halls, aimless, bumping shoulders with other students. Their hurried strides and bright chatter grated on her nerves. She retreated back to her office, the silence now a suffocating weight.

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