He felt his pulse hammering a frantic rhythm in his ears. Michael stared at the screen, the unfamiliar profile picture – a blurry, artistic shot of a city skyline – mocking him. His son, Liam, had a secret account. One overflowing with posts about "life being SO boring" and "parents just don't get it." A sigh escaped him, a sound filled with the air of a deflating balloon.

He ran a hand through his hair, tugging at the strands. The living room clock ticked with deliberate slowness. He pictured Liam’s face, that carefully crafted nonchalance. He imagined the smugness he’d encountered if he were to be discovered. Slowly, he went to the fridge and poured himself a glass of water.

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