"Ridiculous," Claire muttered, her voice echoing the emptiness of the departure gate. She was missing her sister’s baby shower, a celebration she had meticulously planned to attend. The thought of all that missed fun was crushing.

She rose and walked to a window to stare at the stalled plane. She felt a growing, simmering rage, directed at the weather, the airline, and the cruel hand of fate that seemed to keep her apart from the people she loved. She balled her fists.

She imagined the baby shower. The pastel decorations, the games, the happy faces. The vision, so close but so distant, served only to intensify her agitation. She bit her lip hard. Her heart felt as heavy as lead.

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