She drummed her fingers on the desk, a rapid-fire tattoo against the cold metal. The grant application was due tomorrow, and it was still a mess. Years of teaching, years of experience, and still, she felt like she was drowning in paperwork. The weight of it all was making her stomach churn.

Her phone buzzed, a notification that she ignored. The incessant emails, the parent-teacher conferences, the endless meetings – it was all too much. Suddenly, a delivery man appeared at the door. He held a large bouquet of sunflowers and a box of chocolates.

The card read: "To Mrs. Evans, who always saw potential. Thank you. - Sarah." Sarah, the quiet girl who always sat in the back of the class, the one who struggled so hard with the material. She breathed deeply, the scent of the sunflowers filling the room. A single tear escaped, a sharp contrast to the hardened shell she'd built up over the year.

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