The porch swing creaked rhythmically, a mournful sound echoing the quiet hum inside Eleanor. She watched the golden retriever bound into her garden for the third time that morning, tail wagging with boundless enthusiasm. It was a stark contrast to the way her chest felt, heavy and leaden. The dog, oblivious, trotted toward the roses she'd carefully cultivated.

She closed her eyes, letting the sun warm her face, but the heat didn’t penetrate the chill that seemed to have settled deep within her bones. A sigh escaped, a barely audible whisper carried away by the gentle breeze. She wasn’t sure how many more times she could coax the dog back over the fence before she herself would simply collapse, unmoving, right there in her garden.

The dog, realizing she was no longer moving, turned and began to whine. It was such a small, insignificant sound, but it made her throat tighten.

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