The wind howled outside, mirroring the turmoil inside him. Michael stared out the window at the storm-tossed trees, a reflection of the chaos in his own thoughts. Mr. Sterling, his mentor, his confidant, his guide through the treacherous landscape of the art world, had vanished. The gallery space, usually filled with the comforting presence of his mentor’s guidance, now felt empty, echoing with the sound of his own heavy breathing. He ran a hand through his hair, a nervous gesture he didn't even realize he was doing.

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