The relentless tick-tock of the grandfather clock in the hallway seemed to mock Eleanor. She’d been cleaning out her grandmother's cluttered office, a task she’d been putting off for weeks. Dust swirled in the late afternoon sunlight streaming through the window. Now, however, the job needed to be done.

She unearthed a forgotten drawer in a desk, and there it was: a typed letter, its edges frayed and yellowed. Her grandmother's name at the top. The letter was a resignation from her position as a head teacher. Eleanor read the crisp text, her gaze drawn to the carefully chosen words, about how her values differed from the school's increasingly rigid policies.

Her heart thumped heavily. Eleanor's grandmother always seemed so calm, so composed. Reading the letter, knowing she fought for her beliefs, made the old woman seem like a stranger. The knowledge, a heavy weight, made her want to throw something.

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