"Fantastic," she said to the empty air, her voice flat, devoid of emotion. She stood on the porch, arms crossed, staring at the empty space where her pride and joy, a cherry-red pickup truck, once resided. Her gaze drifted to the pristine lawn, mocking her with its perfect symmetry. The tow truck's departure was still a fresh wound, the metallic squeal echoing in her memory. She was tired of the relentless pressure, the constant feeling of being overwhelmed.

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
💔0.252
😔0.249
😢0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199