The invitation felt flimsy in her hands, a stark reminder of the passage of time. Her fingers trembled slightly as she read the familiar names of her former classmates. She felt a profound sense of weariness that seemed to permeate her very bones.

She remembered the dreams she’d once held, the aspirations that had slowly faded. Now, the future seemed uncertain, and the past felt like a collection of missed opportunities. She looked around her apartment, a space that felt strangely empty.

She picked up the phone and absentmindedly dialed her sister, the conversation a stilted dance of pleasantries. The thought of the reunion, of facing everyone, made her want to retreat, to hide away from the world.

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