David leaned back in his chair, the textbook lying open, unread. The pages seemed to mock him with their density. He felt the familiar weight of the day, an unfulfilled feeling pressing down on him. A walk through the house seemed like a good idea.

He ended up in his grandfather's study, which his family had said they would convert into a guest bedroom. He found a locked wooden chest tucked away in the corner. He wrestled with the lock until it finally gave way. Inside, nestled amongst faded letters, were photographs. There was his grandfather, clad in a leather jacket, astride a motorcycle, holding a woman who was definitely not his grandmother. The picture held a completely different story than what he'd always been told.

Emotion: bored

Cluster: Fatigue / Lethargy
PC1 (Valence): 0.04 Positive
PC2 (Disposition): -1.11

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
de0.387
0.350
unremarkable0.325
दिलचस्प0.323
seemingly0.319
Suppressed:
B-0.592
P-0.304
because-0.292
因为它-0.287
ancar-0.278