The bright lights of the library felt glaring, the usual comfort absent. James sat hunched over a textbook, unable to concentrate. The words swam before his eyes, blurring together. He’d received the email just an hour ago, and the sting hadn’t yet faded.

He wanted to scream, to lash out, but he held it all in. He felt a deep sense of inadequacy, as if he’d been found wanting. The other students around him seemed to hum with purpose, their energy a painful contrast to his own desolation.

He closed the textbook, the gesture a physical act of surrender. He felt the familiar weight of self-doubt creeping into his mind. He wanted to escape, to disappear into the anonymity of the crowd. He let his head sink into his hands, a futile attempt to block out the world.

Emotion: reflective

Cluster: Nostalgia / Reflection
PC1 (Valence): -1.27 Negative
PC2 (Disposition): -1.24

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.650
L0.547
如今0.402
H0.353
own0.319
Suppressed:
la-0.687
de-0.659
l-0.388
/-0.324
--0.320