The coffee cup, once brimming with warmth, felt icy in Maya's grasp. The article, the one *she* had poured her heart into, was now attributed to a name she'd never heard. A tremor went through her, a small, barely perceptible shaking. She traced a finger around the rim of the cup, the gesture a futile attempt to find some comfort. The air in her small apartment felt thick, heavy, making it difficult to breathe. She closed her eyes, the familiar scent of the coffee doing little to calm the tempest within. A deep sigh escaped her lips as she thought about the late nights she'd spent researching and writing, now seemingly all for nothing.

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