The vibrant colors of the Pinterest boards, usually a source of inspiration for Carol, now felt like a taunt. Her daughter, Jessica, had a secret account filled with idealized images of flawless skin, perfect bodies, and lavish lifestyles. Carolโ€™s jaw clenched.

Sheโ€™d spent her life trying to instill values of kindness and self-acceptance in Jessica. She felt a familiar burn of anger rising in her chest. A creeping sense of failure. She wasn't getting through.

She took a deep breath, trying to calm her racing pulse. She walked over to the window, the world outside a dull gray. The wind whistled and a shiver ran down her spine.

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