The room was too bright, the smiles too wide. Emily felt a dull ache behind her eyes, a kind of weariness that seemed to have settled into her very core. She’d spent the morning cleaning, an attempt to keep her mind occupied.

She picked at the corner of her name tag, then dropped it into her purse. The weight of expectations pressed down on her chest. She found herself watching the clock, counting down the minutes until her moment.

She listened to the other speeches, each one a testament to her parents' accomplishments. A wave of something akin to jealousy washed over her. She excused herself to go outside and feel the breeze on her face.

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