The shopping mall echoed with the canned music, a predictable mix of pop hits. Then, that familiar intro. The opening bars of "Sunrise Serenade" sliced through the noise. It was his song.

She stopped dead in her tracks, her shopping bags almost hitting the floor. The singer's voice was flat, devoid of the emotion she'd painstakingly crafted into every note. It was like watching a beautiful painting defaced with childish doodles.

She wanted to tear the speakers from the ceiling. She took a deep, shuddering breath. This was too much; her head throbbed. She abandoned her purchases and headed for the exit, wanting to be as far away from the aural assault as possible.

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