The sterile white walls of the compliance department seemed to mock Chloe. She had spent years working in public relations, a field that thrived on human connection and creativity. Now, she was surrounded by regulations and rules. She felt as though she’d been put in a box.

She stared at the monitor, a black abyss reflecting her own pale face. She felt a profound sense of… emptiness. The vibrant energy she had always embraced was gone.

She pushed herself away from the desk, walked to the window, and looked at the vibrant world outside. She longed for the rush of the city. She wanted to scream.

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