The first thing Maria did was to crumple the invitation. Then, she smoothed it out on the table, trying to make it look less like something she’d rather not look at. "Ten years," she murmured, her voice tight. She felt a profound sense of inadequacy. The email announcing the invitation had arrived at the worst possible time.

She glanced at her reflection in the darkened window, noting the lines etched around her eyes. She felt old, tired, and her work had left her feeling defeated. Maria buried her face in her hands. The image of those perfect people, those perfect lives – she could not bear to face them. She shoved the invitation to the back of the drawer.

Emotion: unhappy

Cluster: Sadness / Despair
PC1 (Valence): -1.62 Negative
PC2 (Disposition): -0.78

Role in Research

This story is one of 1,000 stories generated for the emotion unhappy. 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 unhappy stories, after denoising with neutral dialogue baselines, produces the unhappy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the unhappy vector is projected through the unembedding matrix.

Promoted:
S0.339
😞0.317
πŸ’”0.252
πŸ˜”0.249
😒0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199