"Mom, can we talk?" Mark's voice cracked, and he hated it. He felt like a child again, vulnerable and raw. He’d driven his car recklessly through the city, the adrenaline momentarily distracting him. Now, sitting across from his mother at the kitchen table, the test results clutched in his trembling hand, the weight of the secret felt crushing.

His mother's face was a mask of carefully controlled composure. He watched her swallow, her Adam's apple bobbing. The silence was palpable, thick with unspoken truths. He had always been the golden child, the one who could do no wrong. Now, he felt as though he was a stranger in his own family.

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