The afternoon sun blazed through the window, spotlighting the dust motes dancing in the air of Mr. Kim’s classroom. He surveyed the chaotic scene. Markers were uncapped, chairs were askew, and a half-eaten bag of chips lay discarded on his desk. He wanted to lock the door and just… leave. A student from years ago, now a successful architect, stood awkwardly in the doorway. He was holding a scale model of the building he designed. Mr. Kim felt his shoulders slump. He didn't want to look at it. He didn't want to feign interest. The student began speaking, enthusiastically describing the intricacies of his project. Mr. Kim just nodded, his gaze fixed on the messy room.

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