The ceiling fan spun lazily overhead, doing little to stir the heavy air. Rain lashed against the windowpane, a rhythmic percussion that only amplified the stillness within the room. Liam propped his chin on his hand, staring blankly at the open textbook on his desk. He'd been staring at the same page for nearly an hour, the words blurring into an indecipherable mess. A sigh escaped his lips.

He picked at a loose thread on his jeans, pulling it until it snapped. He tossed the offending fragment onto the floor, a tiny act of rebellion against the unrelenting monotony. The laptop screen flickered with a paused video game, a half-hearted attempt at distraction that had long since lost its appeal. He rose from his chair, a sudden restlessness coursing through him, and began to pace the confines of his small room.

The email notification popped up, the subject line a stark, unwanted intruder. Scholarship Decision: Application Status. He knew what it would say.

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