The flickering fluorescent lights of the classroom hummed, a monotonous drone that mirrored the thrumming in Ms. Peterson's temples. Another Tuesday, another stack of essays to grade. The air felt heavy, thick with the scent of chalk dust and impending deadlines. She pushed a stray strand of grey hair behind her ear, a familiar gesture that did little to alleviate the tightness in her chest.

A small, intricately wrapped package sat on her desk, a splash of vibrant color in the beige monotony. No return address. Curiosity piqued, she tore at the paper, revealing a delicate silver locket. Inside, a tiny, faded photograph of a young girl with bright, hopeful eyes – a former student, Lily.

A sigh escaped her lips. Lily, who had been so vibrant, so full of potential. The locket felt cold against her skin, a stark reminder of the years that had passed, the life she now led, a path so different from what she had once imagined.

Emotion: trapped

Cluster: Sadness / Despair
PC1 (Valence): -3.02 Negative
PC2 (Disposition): -0.80

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.573
ness0.401
无法0.366
hopeless0.360
😞0.353
Suppressed:
la-0.740
de-0.376
l-0.339
several-0.323
excitedly-0.322