The constant drumming of rain against the attic window mirrored the erratic beat of Clara's heart. She sat surrounded by boxes of old photographs, each one a stark reminder of the fabricated past the book presented. It painted her as a woman who thrived on adventure and excitement. She choked on a sob.

She felt a deep ache in her chest, a weight she couldn't seem to lift. Clara, in reality, spent most days staring out the window, watching the world move on without her. The photographs, meant to evoke fond memories, now felt tainted, proof of a life she didn't recognize. The attic air was thick and stagnant, much like her emotional state.

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