The air hung heavy in the kitchen. "Mrs. Miller!" Clara blurted, her voice high with excitement. Her mother, Beth, felt a surge of coldness. Mrs. Miller. The woman whoโ€™d labelled her "lazy" and "unmotivated".

Bethโ€™s shoulders slumped. She began to clean the counter, moving with jerky, uncoordinated motions. The memories of her school days flooded back, of feeling constantly criticised.

She paused, staring at her own reflection in the window. A wave of regret washed over her, a longing for a different outcome. She dreaded the parent-teacher meetings, the potential for history to repeat itself.

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
๐Ÿ˜ž0.317
๐Ÿ’”0.252
๐Ÿ˜”0.249
๐Ÿ˜ข0.241
Suppressed:
de-0.436
la-0.266
l-0.224
/-0.216
--0.199