The house felt too large, the silence deafening. From the living room window, Emily watched Mr. Chen, her neighbor, point at the gnarled old willow tree that swayed in the breeze. The branches were beautiful, especially when the wind caught them. The willow was a constant, a familiar presence in her life.

Mr. Chen was talking about the age of the tree, the potential for it to fall. Emily's stomach churned. She felt as though she’d been carrying around a huge weight. She had stopped answering the phone. The willow's removal felt like losing another piece of her history, another marker of the life that had vanished.

She closed her eyes, and a single tear escaped, tracing a path down her cheek. She just didn't want to talk about it.

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