The hum of the city felt like a constant assault to Ben. The noise, the lights, the crowds – all amplified his internal restlessness. He retreated further into himself. The only solace he found was in his online friend, "TechGuru".

TechGuru lived in the same city and suggested a meetup. Ben was taken aback, then a wave of anxiety washed over him. He found himself avoiding his phone, the thought of social interaction filling him with dread.

He eventually agreed. As they talked, Ben felt a sense of calm he hadn’t experienced in ages. His worries seemed to melt away. He found himself smiling for the first time in what felt like an age.

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