The mountain of ungraded papers glared back at Mr. Henderson, a paper glacier threatening to swallow his tiny desk. He ran a hand through his already thinning hair, sighing. Another Tuesday. Another avalanche of essays on the French Revolution, all rehashing the same tired arguments. He should be used to it by now, after twenty years in this blasted profession. The bell had rung an hour ago, but he was still trapped, a prisoner of his own profession. Then, a knock. A hesitant one. He knew the source immediately: Mrs. Gable, the school secretary, holding a ridiculously oversized box. "For you, Mr. Henderson," she chirped. He wanted to tell her to just leave it there. He didn’t want it. He already had enough.

Emotion: exasperated

Cluster: Anger / Hostility
PC1 (Valence): -0.99 Negative
PC2 (Disposition): 1.23

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.435
l0.378
P0.331
que0.320
la0.269
Suppressed:
own-0.433
gradually-0.254
soon-0.248
unfolding-0.216
joyful-0.216