The shovel felt heavy in Thomas’s hands, a burden reflecting the weight in his heart. His neighbor, old Mr. Peterson, stood by the fence, arms crossed, the blueprint of a new fence in his hand. The cedar tree, a sentinel on the boundary, was the subject of their conversation. Thomas had agreed to split the cost, but his mind wasn't in it. It hasn’t been anywhere, not in anything, in a long time.

He felt the familiar ache behind his eyes, the sting of unshed tears. The tree's shadow, once a comforting presence, now seemed to mock him. The trunk had witnessed so much, the laughter of his children, the quiet evenings with his wife. He remembered the tree, as a sapling, planted by his father. He was just so tired.

"Well, Tom, what do you say?" Mr. Peterson's gruff voice broke the silence. Thomas just rubbed his calloused hands together. The thought of chopping the tree down, the destruction… it felt like another blow he didn't know how to absorb. He didn't answer right away.

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