The attic air hung thick and dusty, catching in Eleanor's throat. She knelt before a trunk she hadn’t opened since her mother’s passing, the latch groaning in protest. Inside, beneath yellowed photographs and moth-eaten shawls, lay a stack of old letters. She pulled one out, the paper brittle and thin. It was a draft, addressed to her mother’s boss, dated 1983. The words detailed her intention to leave her high-powered job, citing “conflicting values” and a desire for “something more.” Eleanor’s fingers trembled as she read. She felt a profound emptiness in her chest, a hollow echo of her mother’s unfulfilled aspirations. The room seemed to shrink around her, the dust motes dancing in the single shaft of sunlight like mocking reminders of time's passage.

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