The apartment felt cavernous, the silence echoing in his ears. His fingers drummed a frustrated rhythm on the table, a frantic counterpoint to the quiet. A dog. He longed for a dog to go on walks with, to talk to, to give all his attention to. But his roommate, Emily, was adamant. A dog would be too much work, too much noise, and too much mess.

He stared out the window, watching children play with a golden retriever in the park below. A tightness formed in his chest, a feeling of being trapped, and the familiar ache in his jaw was a signal of his suppressed anger.

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