The news felt like a physical blow. The world seemed to wobble. He struggled to breathe. He wanted to understand, to make it make sense, but the pieces wouldn’t fit. The whole thing was ludicrous. He grabbed the remote and turned up the television to drown out the confusion, but nothing helped.

He felt a sudden, inexplicable urge to clean. He scrubbed the kitchen counter until his knuckles were raw, the relentless motion a futile attempt to impose order on the chaos. His movements were jerky and frantic.

He stared at his reflection in the window, searching for a stranger. He didn’t recognize the face staring back, the eyes wide and haunted. The air felt electric, charged with an anger he hadn’t known he possessed.

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