Maya sat on the edge of her bed, the crisp acceptance letter crumpled in her hand. The celebratory champagne she'd bought sat unopened on her desk. The email confirmation of the mistake was still open on her laptop, a stark white testament to her misfortune.

Her jaw clenched, muscles protesting with the effort to hold back the tide of emotion. The vibrant posters she'd plastered on her walls, depicting her future, suddenly seemed to mock her. The air in her small dorm room felt thick, heavy with a suffocating sense of loss.

She buried her face in her hands, her breath hitching. The scholarship was her escape, her lifeline. Now? It felt like a trap. The thought of having to tell her mother, of the disappointment in her eyes, was a stone in her chest.

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