The rain hammered against the attic window, mirroring the relentless drumming in Eleanor’s chest. She had come up here, seeking the dusty solace of forgotten things, a refuge from the echoing emptiness of the house since her father's passing. Now, she was surrounded by boxes labeled with her mother's careful hand. One, marked "Eleanor's School Days," sat open. Inside, meticulously preserved, were her first clumsy attempts at spelling, crayon-smudged drawings of stick-figure families, and handwritten reports on topics she barely remembered. A lump formed in her throat. She sank onto a nearby trunk, feeling the age-old wood bite into her jeans.

Her breath hitched as she ran a finger across a faded report card, a childish scrawl of "Needs Improvement" in handwriting that was unmistakably her mother’s. The memory of the disappointed look on her mother’s face as she showed it to her, still felt like a punch. The attic seemed to tilt, the weight of the past pressing down on her.

Emotion: sad

Cluster: Sadness / Despair
PC1 (Valence): -2.52 Negative
PC2 (Disposition): -1.50

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
😞0.436
😔0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322