The cold wind whipped around him, stinging his face as he stared at the statue. It was a statue of the author, Lillian Roth, the woman who had captivated the world with her words. It was also the woman who had stolen from so many, including a local artist that he knew. He clutched his scarf tighter, the fabric failing to warm him. He didn’t understand how someone like that could have been so lauded.

He kicked at a pebble on the path, sending it skittering across the pavement. The statue's serene expression felt like a mockery. He had spent years reading Roth's novels, finding solace in her characters and stories. Now, he felt tricked, used.

He turned and walked away, his shoulders slumped. The city, usually vibrant and alive, felt flat, lifeless. He felt a cold fury building within him.

Emotion: grumpy

Cluster: Anger / Hostility
PC1 (Valence): -0.65 Negative
PC2 (Disposition): 0.64

Role in Research

This story is one of 1,000 stories generated for the emotion grumpy. 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 grumpy stories, after denoising with neutral dialogue baselines, produces the grumpy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the grumpy vector is projected through the unembedding matrix.

Promoted:
👎0.232
either0.230
😠0.227
C0.226
:(0.216
Suppressed:
超越-0.206
newfound-0.197
স্বীক-0.195
खोले-0.192
অপহরণকারীদের-0.184