The stove in Anya's kitchen stood cold. She’d always felt a deep connection to her cooking, but the review had severed that bond. She sat at her kitchen table, staring blankly at the wall. The vibrant artwork that usually inspired her felt lifeless.

She pushed away the mug of tea she had made for herself; it sat untouched. The silence in her apartment was deafening, amplified by the relentless hum of the refrigerator.

She felt a deep sense of isolation, a feeling of being utterly alone in the world. She thought about her family, but the thought offered little comfort. Her aspirations, her dreams, everything felt tainted.

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
πŸ˜”0.405
S0.384
无法0.341
L0.337
Suppressed:
de-0.749
la-0.614
l-0.471
/-0.350
!-0.322