“Absolutely not, Mark. We talked about this,” Chloe's voice, usually a soothing melody, was tight. He could see the tension in the set of her jaw. He ran a hand over his face, feeling the prickle of stubble. He'd been looking forward to this, dreaming of a playful golden retriever puppy, all sloppy kisses and muddy paws. Now he was trapped in an argument that felt like a vise around his chest.

The air in the apartment seemed thick, heavy with unspoken resentment. He knew she had her reasons, her allergies, her fear of responsibility. But the image of the puppy, tail wagging, always lifted his spirits, and the thought of giving that up made his shoulders slump.

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