The embossed card felt heavy in Eleanor's hand, like a brick. "You're Invited!" it proclaimed in ornate script. Her stomach clenched. Twenty years. Twenty years since she'd walked those hallowed halls, clutching textbooks, harboring dreams that had since withered. A single tear traced a path down her cheek, leaving a glistening trail on the expensive paper.

She crumpled the invitation, then smoothed it out, a nervous habit she hadn't managed to break. The memory of prom night, of feeling utterly alone even amidst a crowd of cheering classmates, flashed before her eyes. Now, they were all probably successful, with families and careers, while she... well, she was still trying to figure out what she'd done with her life.

The email pinged on her phone: "RSVP by July 1st." Eleanor sighed, the sound a thin wisp of air. She tossed the card onto the pile of unopened mail, a fortress of ignored obligations. Her reflection in the darkened window stared back, a woman she barely recognized anymore.

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