“Could you keep it down? Please?” Mark’s voice cracked as he spoke, his throat feeling constricted. The incessant barking from next door had been ongoing for over an hour now. He'd just settled into his favourite armchair, finally ready to relax after a brutal day at work, and the cacophony was just too much. He ran a hand through his already messy hair, feeling the strands pulling at his scalp. He felt a throbbing headache blooming behind his eyes, a sure sign of stress. He had to say something, but his voice felt thin and fragile.

Emotion: frustrated

Cluster: Anger / Hostility
PC1 (Valence): -1.56 Negative
PC2 (Disposition): 0.64

Role in Research

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

Logit Lens (Layer 40)

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

Promoted:
S0.344
P0.302
exasper0.257
aggravated0.254
que0.252
Suppressed:
unfolding-0.242
otre-0.226
latter-0.220
☺️-0.216
soon-0.212